Aquest dataset conté les característiques d’un conjunt de cases amb 79 variables que descriuen gairebé completament cada aspecte d’aquestes cases residencials ubicades en Ames, Iowa. Aquest data set forma part d’un challenge en Kaggle anomenat: “HousePrices: Advance Regression Techniques” on el repte és predir el preu final de cada casa.
En el dataset Hi ha 1460 obs.amb 81 atributs, on la variable a predir és contínua (SalePrice). Addicionalment a la predicció dels preus, es fa un anàlisi per barris, una comparació dels preus de venda entre els anys 80 i els 90 i un anàlisi de l’evolució del preu de venda en funció de les 4 variables temporals del dataset.
S’assignen a variables el dataset de train i el de test
#summary(cars)
train <- read_csv('HousePrices/train.csv' )
test <- read_csv("HousePrices/test.csv")
names(train)
## [1] "Id" "MSSubClass" "MSZoning" "LotFrontage"
## [5] "LotArea" "Street" "Alley" "LotShape"
## [9] "LandContour" "Utilities" "LotConfig" "LandSlope"
## [13] "Neighborhood" "Condition1" "Condition2" "BldgType"
## [17] "HouseStyle" "OverallQual" "OverallCond" "YearBuilt"
## [21] "YearRemodAdd" "RoofStyle" "RoofMatl" "Exterior1st"
## [25] "Exterior2nd" "MasVnrType" "MasVnrArea" "ExterQual"
## [29] "ExterCond" "Foundation" "BsmtQual" "BsmtCond"
## [33] "BsmtExposure" "BsmtFinType1" "BsmtFinSF1" "BsmtFinType2"
## [37] "BsmtFinSF2" "BsmtUnfSF" "TotalBsmtSF" "Heating"
## [41] "HeatingQC" "CentralAir" "Electrical" "1stFlrSF"
## [45] "2ndFlrSF" "LowQualFinSF" "GrLivArea" "BsmtFullBath"
## [49] "BsmtHalfBath" "FullBath" "HalfBath" "BedroomAbvGr"
## [53] "KitchenAbvGr" "KitchenQual" "TotRmsAbvGrd" "Functional"
## [57] "Fireplaces" "FireplaceQu" "GarageType" "GarageYrBlt"
## [61] "GarageFinish" "GarageCars" "GarageArea" "GarageQual"
## [65] "GarageCond" "PavedDrive" "WoodDeckSF" "OpenPorchSF"
## [69] "EnclosedPorch" "3SsnPorch" "ScreenPorch" "PoolArea"
## [73] "PoolQC" "Fence" "MiscFeature" "MiscVal"
## [77] "MoSold" "YrSold" "SaleType" "SaleCondition"
## [81] "SalePrice"
summary(train)
## Id MSSubClass MSZoning LotFrontage
## Min. : 1.0 Min. : 20.0 Length:1460 Min. : 21.00
## 1st Qu.: 365.8 1st Qu.: 20.0 Class :character 1st Qu.: 59.00
## Median : 730.5 Median : 50.0 Mode :character Median : 69.00
## Mean : 730.5 Mean : 56.9 Mean : 70.05
## 3rd Qu.:1095.2 3rd Qu.: 70.0 3rd Qu.: 80.00
## Max. :1460.0 Max. :190.0 Max. :313.00
## NA's :259
## LotArea Street Alley LotShape
## Min. : 1300 Length:1460 Length:1460 Length:1460
## 1st Qu.: 7554 Class :character Class :character Class :character
## Median : 9478 Mode :character Mode :character Mode :character
## Mean : 10517
## 3rd Qu.: 11602
## Max. :215245
##
## LandContour Utilities LotConfig
## Length:1460 Length:1460 Length:1460
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## LandSlope Neighborhood Condition1
## Length:1460 Length:1460 Length:1460
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## Condition2 BldgType HouseStyle OverallQual
## Length:1460 Length:1460 Length:1460 Min. : 1.000
## Class :character Class :character Class :character 1st Qu.: 5.000
## Mode :character Mode :character Mode :character Median : 6.000
## Mean : 6.099
## 3rd Qu.: 7.000
## Max. :10.000
##
## OverallCond YearBuilt YearRemodAdd RoofStyle
## Min. :1.000 Min. :1872 Min. :1950 Length:1460
## 1st Qu.:5.000 1st Qu.:1954 1st Qu.:1967 Class :character
## Median :5.000 Median :1973 Median :1994 Mode :character
## Mean :5.575 Mean :1971 Mean :1985
## 3rd Qu.:6.000 3rd Qu.:2000 3rd Qu.:2004
## Max. :9.000 Max. :2010 Max. :2010
##
## RoofMatl Exterior1st Exterior2nd
## Length:1460 Length:1460 Length:1460
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## MasVnrType MasVnrArea ExterQual ExterCond
## Length:1460 Min. : 0.0 Length:1460 Length:1460
## Class :character 1st Qu.: 0.0 Class :character Class :character
## Mode :character Median : 0.0 Mode :character Mode :character
## Mean : 103.7
## 3rd Qu.: 166.0
## Max. :1600.0
## NA's :8
## Foundation BsmtQual BsmtCond
## Length:1460 Length:1460 Length:1460
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2
## Length:1460 Length:1460 Min. : 0.0 Length:1460
## Class :character Class :character 1st Qu.: 0.0 Class :character
## Mode :character Mode :character Median : 383.5 Mode :character
## Mean : 443.6
## 3rd Qu.: 712.2
## Max. :5644.0
##
## BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating
## Min. : 0.00 Min. : 0.0 Min. : 0.0 Length:1460
## 1st Qu.: 0.00 1st Qu.: 223.0 1st Qu.: 795.8 Class :character
## Median : 0.00 Median : 477.5 Median : 991.5 Mode :character
## Mean : 46.55 Mean : 567.2 Mean :1057.4
## 3rd Qu.: 0.00 3rd Qu.: 808.0 3rd Qu.:1298.2
## Max. :1474.00 Max. :2336.0 Max. :6110.0
##
## HeatingQC CentralAir Electrical 1stFlrSF
## Length:1460 Length:1460 Length:1460 Min. : 334
## Class :character Class :character Class :character 1st Qu.: 882
## Mode :character Mode :character Mode :character Median :1087
## Mean :1163
## 3rd Qu.:1391
## Max. :4692
##
## 2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath
## Min. : 0 Min. : 0.000 Min. : 334 Min. :0.0000
## 1st Qu.: 0 1st Qu.: 0.000 1st Qu.:1130 1st Qu.:0.0000
## Median : 0 Median : 0.000 Median :1464 Median :0.0000
## Mean : 347 Mean : 5.845 Mean :1515 Mean :0.4253
## 3rd Qu.: 728 3rd Qu.: 0.000 3rd Qu.:1777 3rd Qu.:1.0000
## Max. :2065 Max. :572.000 Max. :5642 Max. :3.0000
##
## BsmtHalfBath FullBath HalfBath BedroomAbvGr
## Min. :0.00000 Min. :0.000 Min. :0.0000 Min. :0.000
## 1st Qu.:0.00000 1st Qu.:1.000 1st Qu.:0.0000 1st Qu.:2.000
## Median :0.00000 Median :2.000 Median :0.0000 Median :3.000
## Mean :0.05753 Mean :1.565 Mean :0.3829 Mean :2.866
## 3rd Qu.:0.00000 3rd Qu.:2.000 3rd Qu.:1.0000 3rd Qu.:3.000
## Max. :2.00000 Max. :3.000 Max. :2.0000 Max. :8.000
##
## KitchenAbvGr KitchenQual TotRmsAbvGrd Functional
## Min. :0.000 Length:1460 Min. : 2.000 Length:1460
## 1st Qu.:1.000 Class :character 1st Qu.: 5.000 Class :character
## Median :1.000 Mode :character Median : 6.000 Mode :character
## Mean :1.047 Mean : 6.518
## 3rd Qu.:1.000 3rd Qu.: 7.000
## Max. :3.000 Max. :14.000
##
## Fireplaces FireplaceQu GarageType GarageYrBlt
## Min. :0.000 Length:1460 Length:1460 Min. :1900
## 1st Qu.:0.000 Class :character Class :character 1st Qu.:1961
## Median :1.000 Mode :character Mode :character Median :1980
## Mean :0.613 Mean :1979
## 3rd Qu.:1.000 3rd Qu.:2002
## Max. :3.000 Max. :2010
## NA's :81
## GarageFinish GarageCars GarageArea GarageQual
## Length:1460 Min. :0.000 Min. : 0.0 Length:1460
## Class :character 1st Qu.:1.000 1st Qu.: 334.5 Class :character
## Mode :character Median :2.000 Median : 480.0 Mode :character
## Mean :1.767 Mean : 473.0
## 3rd Qu.:2.000 3rd Qu.: 576.0
## Max. :4.000 Max. :1418.0
##
## GarageCond PavedDrive WoodDeckSF OpenPorchSF
## Length:1460 Length:1460 Min. : 0.00 Min. : 0.00
## Class :character Class :character 1st Qu.: 0.00 1st Qu.: 0.00
## Mode :character Mode :character Median : 0.00 Median : 25.00
## Mean : 94.24 Mean : 46.66
## 3rd Qu.:168.00 3rd Qu.: 68.00
## Max. :857.00 Max. :547.00
##
## EnclosedPorch 3SsnPorch ScreenPorch PoolArea
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.000
## Median : 0.00 Median : 0.00 Median : 0.00 Median : 0.000
## Mean : 21.95 Mean : 3.41 Mean : 15.06 Mean : 2.759
## 3rd Qu.: 0.00 3rd Qu.: 0.00 3rd Qu.: 0.00 3rd Qu.: 0.000
## Max. :552.00 Max. :508.00 Max. :480.00 Max. :738.000
##
## PoolQC Fence MiscFeature
## Length:1460 Length:1460 Length:1460
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## MiscVal MoSold YrSold SaleType
## Min. : 0.00 Min. : 1.000 Min. :2006 Length:1460
## 1st Qu.: 0.00 1st Qu.: 5.000 1st Qu.:2007 Class :character
## Median : 0.00 Median : 6.000 Median :2008 Mode :character
## Mean : 43.49 Mean : 6.322 Mean :2008
## 3rd Qu.: 0.00 3rd Qu.: 8.000 3rd Qu.:2009
## Max. :15500.00 Max. :12.000 Max. :2010
##
## SaleCondition SalePrice
## Length:1460 Min. : 34900
## Class :character 1st Qu.:129975
## Mode :character Median :163000
## Mean :180921
## 3rd Qu.:214000
## Max. :755000
##
str(train)
## Classes 'spec_tbl_df', 'tbl_df', 'tbl' and 'data.frame': 1460 obs. of 81 variables:
## $ Id : num 1 2 3 4 5 6 7 8 9 10 ...
## $ MSSubClass : num 60 20 60 70 60 50 20 60 50 190 ...
## $ MSZoning : chr "RL" "RL" "RL" "RL" ...
## $ LotFrontage : num 65 80 68 60 84 85 75 NA 51 50 ...
## $ LotArea : num 8450 9600 11250 9550 14260 ...
## $ Street : chr "Pave" "Pave" "Pave" "Pave" ...
## $ Alley : chr NA NA NA NA ...
## $ LotShape : chr "Reg" "Reg" "IR1" "IR1" ...
## $ LandContour : chr "Lvl" "Lvl" "Lvl" "Lvl" ...
## $ Utilities : chr "AllPub" "AllPub" "AllPub" "AllPub" ...
## $ LotConfig : chr "Inside" "FR2" "Inside" "Corner" ...
## $ LandSlope : chr "Gtl" "Gtl" "Gtl" "Gtl" ...
## $ Neighborhood : chr "CollgCr" "Veenker" "CollgCr" "Crawfor" ...
## $ Condition1 : chr "Norm" "Feedr" "Norm" "Norm" ...
## $ Condition2 : chr "Norm" "Norm" "Norm" "Norm" ...
## $ BldgType : chr "1Fam" "1Fam" "1Fam" "1Fam" ...
## $ HouseStyle : chr "2Story" "1Story" "2Story" "2Story" ...
## $ OverallQual : num 7 6 7 7 8 5 8 7 7 5 ...
## $ OverallCond : num 5 8 5 5 5 5 5 6 5 6 ...
## $ YearBuilt : num 2003 1976 2001 1915 2000 ...
## $ YearRemodAdd : num 2003 1976 2002 1970 2000 ...
## $ RoofStyle : chr "Gable" "Gable" "Gable" "Gable" ...
## $ RoofMatl : chr "CompShg" "CompShg" "CompShg" "CompShg" ...
## $ Exterior1st : chr "VinylSd" "MetalSd" "VinylSd" "Wd Sdng" ...
## $ Exterior2nd : chr "VinylSd" "MetalSd" "VinylSd" "Wd Shng" ...
## $ MasVnrType : chr "BrkFace" "None" "BrkFace" "None" ...
## $ MasVnrArea : num 196 0 162 0 350 0 186 240 0 0 ...
## $ ExterQual : chr "Gd" "TA" "Gd" "TA" ...
## $ ExterCond : chr "TA" "TA" "TA" "TA" ...
## $ Foundation : chr "PConc" "CBlock" "PConc" "BrkTil" ...
## $ BsmtQual : chr "Gd" "Gd" "Gd" "TA" ...
## $ BsmtCond : chr "TA" "TA" "TA" "Gd" ...
## $ BsmtExposure : chr "No" "Gd" "Mn" "No" ...
## $ BsmtFinType1 : chr "GLQ" "ALQ" "GLQ" "ALQ" ...
## $ BsmtFinSF1 : num 706 978 486 216 655 ...
## $ BsmtFinType2 : chr "Unf" "Unf" "Unf" "Unf" ...
## $ BsmtFinSF2 : num 0 0 0 0 0 0 0 32 0 0 ...
## $ BsmtUnfSF : num 150 284 434 540 490 64 317 216 952 140 ...
## $ TotalBsmtSF : num 856 1262 920 756 1145 ...
## $ Heating : chr "GasA" "GasA" "GasA" "GasA" ...
## $ HeatingQC : chr "Ex" "Ex" "Ex" "Gd" ...
## $ CentralAir : chr "Y" "Y" "Y" "Y" ...
## $ Electrical : chr "SBrkr" "SBrkr" "SBrkr" "SBrkr" ...
## $ 1stFlrSF : num 856 1262 920 961 1145 ...
## $ 2ndFlrSF : num 854 0 866 756 1053 ...
## $ LowQualFinSF : num 0 0 0 0 0 0 0 0 0 0 ...
## $ GrLivArea : num 1710 1262 1786 1717 2198 ...
## $ BsmtFullBath : num 1 0 1 1 1 1 1 1 0 1 ...
## $ BsmtHalfBath : num 0 1 0 0 0 0 0 0 0 0 ...
## $ FullBath : num 2 2 2 1 2 1 2 2 2 1 ...
## $ HalfBath : num 1 0 1 0 1 1 0 1 0 0 ...
## $ BedroomAbvGr : num 3 3 3 3 4 1 3 3 2 2 ...
## $ KitchenAbvGr : num 1 1 1 1 1 1 1 1 2 2 ...
## $ KitchenQual : chr "Gd" "TA" "Gd" "Gd" ...
## $ TotRmsAbvGrd : num 8 6 6 7 9 5 7 7 8 5 ...
## $ Functional : chr "Typ" "Typ" "Typ" "Typ" ...
## $ Fireplaces : num 0 1 1 1 1 0 1 2 2 2 ...
## $ FireplaceQu : chr NA "TA" "TA" "Gd" ...
## $ GarageType : chr "Attchd" "Attchd" "Attchd" "Detchd" ...
## $ GarageYrBlt : num 2003 1976 2001 1998 2000 ...
## $ GarageFinish : chr "RFn" "RFn" "RFn" "Unf" ...
## $ GarageCars : num 2 2 2 3 3 2 2 2 2 1 ...
## $ GarageArea : num 548 460 608 642 836 480 636 484 468 205 ...
## $ GarageQual : chr "TA" "TA" "TA" "TA" ...
## $ GarageCond : chr "TA" "TA" "TA" "TA" ...
## $ PavedDrive : chr "Y" "Y" "Y" "Y" ...
## $ WoodDeckSF : num 0 298 0 0 192 40 255 235 90 0 ...
## $ OpenPorchSF : num 61 0 42 35 84 30 57 204 0 4 ...
## $ EnclosedPorch: num 0 0 0 272 0 0 0 228 205 0 ...
## $ 3SsnPorch : num 0 0 0 0 0 320 0 0 0 0 ...
## $ ScreenPorch : num 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolArea : num 0 0 0 0 0 0 0 0 0 0 ...
## $ PoolQC : chr NA NA NA NA ...
## $ Fence : chr NA NA NA NA ...
## $ MiscFeature : chr NA NA NA NA ...
## $ MiscVal : num 0 0 0 0 0 700 0 350 0 0 ...
## $ MoSold : num 2 5 9 2 12 10 8 11 4 1 ...
## $ YrSold : num 2008 2007 2008 2006 2008 ...
## $ SaleType : chr "WD" "WD" "WD" "WD" ...
## $ SaleCondition: chr "Normal" "Normal" "Normal" "Abnorml" ...
## $ SalePrice : num 208500 181500 223500 140000 250000 ...
## - attr(*, "spec")=
## .. cols(
## .. Id = col_double(),
## .. MSSubClass = col_double(),
## .. MSZoning = col_character(),
## .. LotFrontage = col_double(),
## .. LotArea = col_double(),
## .. Street = col_character(),
## .. Alley = col_character(),
## .. LotShape = col_character(),
## .. LandContour = col_character(),
## .. Utilities = col_character(),
## .. LotConfig = col_character(),
## .. LandSlope = col_character(),
## .. Neighborhood = col_character(),
## .. Condition1 = col_character(),
## .. Condition2 = col_character(),
## .. BldgType = col_character(),
## .. HouseStyle = col_character(),
## .. OverallQual = col_double(),
## .. OverallCond = col_double(),
## .. YearBuilt = col_double(),
## .. YearRemodAdd = col_double(),
## .. RoofStyle = col_character(),
## .. RoofMatl = col_character(),
## .. Exterior1st = col_character(),
## .. Exterior2nd = col_character(),
## .. MasVnrType = col_character(),
## .. MasVnrArea = col_double(),
## .. ExterQual = col_character(),
## .. ExterCond = col_character(),
## .. Foundation = col_character(),
## .. BsmtQual = col_character(),
## .. BsmtCond = col_character(),
## .. BsmtExposure = col_character(),
## .. BsmtFinType1 = col_character(),
## .. BsmtFinSF1 = col_double(),
## .. BsmtFinType2 = col_character(),
## .. BsmtFinSF2 = col_double(),
## .. BsmtUnfSF = col_double(),
## .. TotalBsmtSF = col_double(),
## .. Heating = col_character(),
## .. HeatingQC = col_character(),
## .. CentralAir = col_character(),
## .. Electrical = col_character(),
## .. `1stFlrSF` = col_double(),
## .. `2ndFlrSF` = col_double(),
## .. LowQualFinSF = col_double(),
## .. GrLivArea = col_double(),
## .. BsmtFullBath = col_double(),
## .. BsmtHalfBath = col_double(),
## .. FullBath = col_double(),
## .. HalfBath = col_double(),
## .. BedroomAbvGr = col_double(),
## .. KitchenAbvGr = col_double(),
## .. KitchenQual = col_character(),
## .. TotRmsAbvGrd = col_double(),
## .. Functional = col_character(),
## .. Fireplaces = col_double(),
## .. FireplaceQu = col_character(),
## .. GarageType = col_character(),
## .. GarageYrBlt = col_double(),
## .. GarageFinish = col_character(),
## .. GarageCars = col_double(),
## .. GarageArea = col_double(),
## .. GarageQual = col_character(),
## .. GarageCond = col_character(),
## .. PavedDrive = col_character(),
## .. WoodDeckSF = col_double(),
## .. OpenPorchSF = col_double(),
## .. EnclosedPorch = col_double(),
## .. `3SsnPorch` = col_double(),
## .. ScreenPorch = col_double(),
## .. PoolArea = col_double(),
## .. PoolQC = col_character(),
## .. Fence = col_character(),
## .. MiscFeature = col_character(),
## .. MiscVal = col_double(),
## .. MoSold = col_double(),
## .. YrSold = col_double(),
## .. SaleType = col_character(),
## .. SaleCondition = col_character(),
## .. SalePrice = col_double()
## .. )
S’identifiquen inicialment els atributs numèrics que poden ser d’interès per l’estimació del preu de la casa. Identificació atributs numèrics:
OverallQual: Rates the overall material and finish of the house
10 Very Excellent
9 Excellent
8 Very Good
7 Good
6 Above Average
5 Average
4 Below Average
3 Fair
2 Poor
1 Very PoorOverallCond: Rates the overall condition of the house
10 Very Excellent
9 Excellent
8 Very Good
7 Good
6 Above Average
5 Average
4 Below Average
3 Fair
2 Poor
1 Very PoorYrSold: Year Sold (YYYY)
A continuació, llistem també els atributs categòrics que poden influir en el preu:
MSSubClass: Identifies the type of dwelling involved in the sale.
20 1-STORY 1946 & NEWER ALL STYLES
30 1-STORY 1945 & OLDER
40 1-STORY W/FINISHED ATTIC ALL AGES
45 1-1/2 STORY - UNFINISHED ALL AGES
50 1-1/2 STORY FINISHED ALL AGES
60 2-STORY 1946 & NEWER
70 2-STORY 1945 & OLDER
75 2-1/2 STORY ALL AGES
80 SPLIT OR MULTI-LEVEL
85 SPLIT FOYER
90 DUPLEX - ALL STYLES AND AGES
120 1-STORY PUD (Planned Unit Development) - 1946 & NEWER
150 1-1/2 STORY PUD - ALL AGES
160 2-STORY PUD - 1946 & NEWER
180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER
190 2 FAMILY CONVERSION - ALL STYLES AND AGESMSZoning: Identifies the general zoning classification of the sale.
A Agriculture
C Commercial
FV Floating Village Residential
I Industrial
RH Residential High Density
RL Residential Low Density
RP Residential Low Density Park
RM Residential Medium DensityStreet: Type of road access to property
Grvl Gravel
Pave PavedAlley: Type of alley access to property
Grvl Gravel
Pave Paved
NA No alley accessLotShape: General shape of property
Reg Regular
IR1 Slightly irregular
IR2 Moderately Irregular
IR3 IrregularLandContour: Flatness of the property
Lvl Near Flat/Level
Bnk Banked - Quick and significant rise from street grade to building
HLS Hillside - Significant slope from side to side
Low DepressionUtilities: Type of utilities available
AllPub All public Utilities (E,G,W,& S)
NoSewr Electricity, Gas, and Water (Septic Tank)
NoSeWa Electricity and Gas Only
ELO Electricity only LotConfig: Lot configuration
Inside Inside lot
Corner Corner lot
CulDSac Cul-de-sac
FR2 Frontage on 2 sides of property
FR3 Frontage on 3 sides of propertyLandSlope: Slope of property
Gtl Gentle slope
Mod Moderate Slope
Sev Severe SlopeNeighborhood: Physical locations within Ames city limits
Blmngtn Bloomington Heights
Blueste Bluestem
BrDale Briardale
BrkSide Brookside
ClearCr Clear Creek
CollgCr College Creek
Crawfor Crawford
Edwards Edwards
Gilbert Gilbert
IDOTRR Iowa DOT and Rail Road
MeadowV Meadow Village
Mitchel Mitchell
Names North Ames
NoRidge Northridge
NPkVill Northpark Villa
NridgHt Northridge Heights
NWAmes Northwest Ames
OldTown Old Town
SWISU South & West of Iowa State University
Sawyer Sawyer
SawyerW Sawyer West
Somerst Somerset
StoneBr Stone Brook
Timber Timberland
Veenker VeenkerCondition1: Proximity to various conditions
Artery Adjacent to arterial street
Feedr Adjacent to feeder street
Norm Normal
RRNn Within 200' of North-South Railroad
RRAn Adjacent to North-South Railroad
PosN Near positive off-site feature--park, greenbelt, etc.
PosA Adjacent to postive off-site feature
RRNe Within 200' of East-West Railroad
RRAe Adjacent to East-West RailroadCondition2: Proximity to various conditions (if more than one is present)
Artery Adjacent to arterial street
Feedr Adjacent to feeder street
Norm Normal
RRNn Within 200' of North-South Railroad
RRAn Adjacent to North-South Railroad
PosN Near positive off-site feature--park, greenbelt, etc.
PosA Adjacent to postive off-site feature
RRNe Within 200' of East-West Railroad
RRAe Adjacent to East-West RailroadBldgType: Type of dwelling
1Fam Single-family Detached
2FmCon Two-family Conversion; originally built as one-family dwelling
Duplx Duplex
TwnhsE Townhouse End Unit
TwnhsI Townhouse Inside UnitHouseStyle: Style of dwelling
1Story One story
1.5Fin One and one-half story: 2nd level finished
1.5Unf One and one-half story: 2nd level unfinished
2Story Two story
2.5Fin Two and one-half story: 2nd level finished
2.5Unf Two and one-half story: 2nd level unfinished
SFoyer Split Foyer
SLvl Split LevelRoofStyle: Type of roof
Flat Flat
Gable Gable
Gambrel Gabrel (Barn)
Hip Hip
Mansard Mansard
Shed ShedRoofMatl: Roof material
ClyTile Clay or Tile
CompShg Standard (Composite) Shingle
Membran Membrane
Metal Metal
Roll Roll
Tar&Grv Gravel & Tar
WdShake Wood Shakes
WdShngl Wood ShinglesExterior1st: Exterior covering on house
AsbShng Asbestos Shingles
AsphShn Asphalt Shingles
BrkComm Brick Common
BrkFace Brick Face
CBlock Cinder Block
CemntBd Cement Board
HdBoard Hard Board
ImStucc Imitation Stucco
MetalSd Metal Siding
Other Other
Plywood Plywood
PreCast PreCast
Stone Stone
Stucco Stucco
VinylSd Vinyl Siding
Wd Sdng Wood Siding
WdShing Wood ShinglesExterior2nd: Exterior covering on house (if more than one material)
AsbShng Asbestos Shingles
AsphShn Asphalt Shingles
BrkComm Brick Common
BrkFace Brick Face
CBlock Cinder Block
CemntBd Cement Board
HdBoard Hard Board
ImStucc Imitation Stucco
MetalSd Metal Siding
Other Other
Plywood Plywood
PreCast PreCast
Stone Stone
Stucco Stucco
VinylSd Vinyl Siding
Wd Sdng Wood Siding
WdShing Wood ShinglesMasVnrType: Masonry veneer type
BrkCmn Brick Common
BrkFace Brick Face
CBlock Cinder Block
None None
Stone StoneExterQual: Evaluates the quality of the material on the exterior
Ex Excellent
Gd Good
TA Average/Typical
Fa Fair
Po PoorExterCond: Evaluates the present condition of the material on the exterior
Ex Excellent
Gd Good
TA Average/Typical
Fa Fair
Po PoorFoundation: Type of foundation
BrkTil Brick & Tile
CBlock Cinder Block
PConc Poured Contrete
Slab Slab
Stone Stone
Wood WoodBsmtQual: Evaluates the height of the basement
Ex Excellent (100+ inches)
Gd Good (90-99 inches)
TA Typical (80-89 inches)
Fa Fair (70-79 inches)
Po Poor (<70 inches
NA No BasementBsmtCond: Evaluates the general condition of the basement
Ex Excellent
Gd Good
TA Typical - slight dampness allowed
Fa Fair - dampness or some cracking or settling
Po Poor - Severe cracking, settling, or wetness
NA No BasementBsmtExposure: Refers to walkout or garden level walls
Gd Good Exposure
Av Average Exposure (split levels or foyers typically score average or above)
Mn Mimimum Exposure
No No Exposure
NA No BasementBsmtFinType1: Rating of basement finished area
GLQ Good Living Quarters
ALQ Average Living Quarters
BLQ Below Average Living Quarters
Rec Average Rec Room
LwQ Low Quality
Unf Unfinshed
NA No BasementBsmtFinType2: Rating of basement finished area (if multiple types)
GLQ Good Living Quarters
ALQ Average Living Quarters
BLQ Below Average Living Quarters
Rec Average Rec Room
LwQ Low Quality
Unf Unfinshed
NA No BasementHeating: Type of heating
Floor Floor Furnace
GasA Gas forced warm air furnace
GasW Gas hot water or steam heat
Grav Gravity furnace
OthW Hot water or steam heat other than gas
Wall Wall furnaceHeatingQC: Heating quality and condition
Ex Excellent
Gd Good
TA Average/Typical
Fa Fair
Po PoorCentralAir: Central air conditioning
N No
Y YesElectrical: Electrical system
SBrkr Standard Circuit Breakers & Romex
FuseA Fuse Box over 60 AMP and all Romex wiring (Average)
FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair)
FuseP 60 AMP Fuse Box and mostly knob & tube wiring (poor)
Mix MixedKitchenQual: Kitchen quality
Ex Excellent
Gd Good
TA Typical/Average
Fa Fair
Po PoorFunctional: Home functionality (Assume typical unless deductions are warranted)
Typ Typical Functionality
Min1 Minor Deductions 1
Min2 Minor Deductions 2
Mod Moderate Deductions
Maj1 Major Deductions 1
Maj2 Major Deductions 2
Sev Severely Damaged
Sal Salvage onlyFireplaceQu: Fireplace quality
Ex Excellent - Exceptional Masonry Fireplace
Gd Good - Masonry Fireplace in main level
TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
Fa Fair - Prefabricated Fireplace in basement
Po Poor - Ben Franklin Stove
NA No FireplaceGarageType: Garage location
2Types More than one type of garage
Attchd Attached to home
Basment Basement Garage
BuiltIn Built-In (Garage part of house - typically has room above garage)
CarPort Car Port
Detchd Detached from home
NA No GarageGarageFinish: Interior finish of the garage
Fin Finished
RFn Rough Finished
Unf Unfinished
NA No GarageGarageQual: Garage quality
Ex Excellent
Gd Good
TA Typical/Average
Fa Fair
Po Poor
NA No GarageGarageCond: Garage condition
Ex Excellent
Gd Good
TA Typical/Average
Fa Fair
Po Poor
NA No GaragePavedDrive: Paved driveway
Y Paved
P Partial Pavement
N Dirt/GravelPoolQC: Pool quality
Ex Excellent
Gd Good
TA Average/Typical
Fa Fair
NA No PoolFence: Fence quality
GdPrv Good Privacy
MnPrv Minimum Privacy
GdWo Good Wood
MnWw Minimum Wood/Wire
NA No FenceMiscFeature: Miscellaneous feature not covered in other categories
Elev Elevator
Gar2 2nd Garage (if not described in garage section)
Othr Other
Shed Shed (over 100 SF)
TenC Tennis Court
NA NoneSaleType: Type of sale
WD Warranty Deed - Conventional
CWD Warranty Deed - Cash
VWD Warranty Deed - VA Loan
New Home just constructed and sold
COD Court Officer Deed/Estate
Con Contract 15% Down payment regular terms
ConLw Contract Low Down payment and low interest
ConLI Contract Low Interest
ConLD Contract Low Down
Oth OtherSaleCondition: Condition of sale
Normal Normal Sale
Abnorml Abnormal Sale - trade, foreclosure, short sale
AdjLand Adjoining Land Purchase
Alloca Allocation - two linked properties with separate deeds, typically condo with a garage unit
Family Sale between family members
Partial Home was not completed when last assessed (associated with New Homes)Anàlisi dels valors NA en el total d’atributs del dataset de training:
sapply(train, function(x) sum(is.na(x)))
## Id MSSubClass MSZoning LotFrontage LotArea
## 0 0 0 259 0
## Street Alley LotShape LandContour Utilities
## 0 1369 0 0 0
## LotConfig LandSlope Neighborhood Condition1 Condition2
## 0 0 0 0 0
## BldgType HouseStyle OverallQual OverallCond YearBuilt
## 0 0 0 0 0
## YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd
## 0 0 0 0 0
## MasVnrType MasVnrArea ExterQual ExterCond Foundation
## 8 8 0 0 0
## BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1
## 37 37 38 37 0
## BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating
## 38 0 0 0 0
## HeatingQC CentralAir Electrical 1stFlrSF 2ndFlrSF
## 0 0 1 0 0
## LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath FullBath
## 0 0 0 0 0
## HalfBath BedroomAbvGr KitchenAbvGr KitchenQual TotRmsAbvGrd
## 0 0 0 0 0
## Functional Fireplaces FireplaceQu GarageType GarageYrBlt
## 0 0 690 81 81
## GarageFinish GarageCars GarageArea GarageQual GarageCond
## 81 0 0 81 81
## PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch
## 0 0 0 0 0
## ScreenPorch PoolArea PoolQC Fence MiscFeature
## 0 0 1453 1179 1406
## MiscVal MoSold YrSold SaleType SaleCondition
## 0 0 0 0 0
## SalePrice
## 0
Dels atributs numèrics seleccionats, s’observa que no hi ha valors na, tot i que poden haver-hi 0, per exemple en els anys. En la variable SalePrice tampoc hi ha NA.
En els atributs categòrics sí s’aprecien valors NA, en el cas de Fence, els NA equivaldrien a no fence, i s’observa que en tots els casos els valors NA formarien part del domini. Per exemple en els següents casos: NA= No Fence, NA=No Miscellaneous o que la casa no disposa de Garatge.
Fence: Fence quality
GdPrv Good Privacy
MnPrv Minimum Privacy
GdWo Good Wood
MnWw Minimum Wood/Wire
NA No FenceMiscFeature: Miscellaneous feature not covered in other categories
Elev Elevator
Gar2 2nd Garage (if not described in garage section)
Othr Other
Shed Shed (over 100 SF)
TenC Tennis Court
NA NoneGarageType:81 NA Garage location 81, el quan indica que l’any del garatge no pot omplir-se perquè no hi ha garatge. –GarageYrBlt: Year garage was built
2Types More than one type of garage
Attchd Attached to home
Basment Basement Garage
BuiltIn Built-In (Garage part of house - typically has room above garage)
CarPort Car Port
Detchd Detached from home
NA No GarageDonat que es té una gran quantitat d’atributs: 81 atributs es fa una reducció de la dimensionalitat.
1-Donat que tenim 1460 observacions, es prescindeix dels atributs amb un nombre molt elevat de NA. (where NA >1000 NA) –> Alley, PoolQC, Fence, MiscFeature
train = subset(train, select = -c(Alley,PoolQC,Fence,MiscFeature) )
2- Abans de fer matrius de correlació per a identificar i prescidir d’atributs amb una alta correlació entre ells (colinealitat) o amb molt poca correlació amb la variable Sale Price, es fa una prova de normalitat.
2.1-Normalitat de Sale Price que és la variable dependent.
Histograma: Per a veure les frequêncies. Es divideix per 1000 per a fer llegibles els preus. Els preus més freqüents estan entre 100k i 200k
hist(train$SalePrice/1000, main="Sale Price")
Visualment no sembla seguir una distribució normal
qqnorm(train$SalePrice, main="SalePrice")
qqline(train$SalePrice,col=2)
Es confirma la manca de normalitat amb els tests de Kolmogorov-Smirnov i Shapiro-Wilk.
ks.test(train$SalePrice, pnorm, mean(train$SalePrice), sd(train$SalePrice))
##
## One-sample Kolmogorov-Smirnov test
##
## data: train$SalePrice
## D = 0.12369, p-value < 2.2e-16
## alternative hypothesis: two-sided
shapiro.test(train$SalePrice)
##
## Shapiro-Wilk normality test
##
## data: train$SalePrice
## W = 0.86967, p-value < 2.2e-16
veiem com el p-value és menor a 0.05, el qual vol dir que hem de refusa la Hipòtesi 0 i per tant podem confirmar que hi ha un manca de normalitat.
2.2- A continuació es fa la prova de normalitat de les variables numèriques usant el mètode de Shapiro-Wilk:
library(nortest)
train <- as.data.frame(train)
##---- **** encara no funciona!
alpha = 0.05
col.names = colnames(train)
for (i in 1:ncol(train)) {
if (i == 1) cat("Variables que no segueixen una distribució normal:\n")
if (is.integer(train[,i]) | is.numeric(train[,i])) {
#p_val = ad.test(train[,i])$p.value
p_val = shapiro.test(train[,i])$p.value
# print(col.names[i])
# print (p_val)
if (p_val < alpha) {
cat (paste("No Normal: -- ", col.names[i]),"\r\n")
# Format output if (i < ncol(automoviles) - 1) cat(", ") if (i %% 3 == 0) cat("\n")
}
else{
cat (paste("Normal: -- ", col.names[i]),"\r\n")
}
}
}
## Variables que no segueixen una distribució normal:
## No Normal: -- Id
## No Normal: -- MSSubClass
## No Normal: -- LotFrontage
## No Normal: -- LotArea
## No Normal: -- OverallQual
## No Normal: -- OverallCond
## No Normal: -- YearBuilt
## No Normal: -- YearRemodAdd
## No Normal: -- MasVnrArea
## No Normal: -- BsmtFinSF1
## No Normal: -- BsmtFinSF2
## No Normal: -- BsmtUnfSF
## No Normal: -- TotalBsmtSF
## No Normal: -- 1stFlrSF
## No Normal: -- 2ndFlrSF
## No Normal: -- LowQualFinSF
## No Normal: -- GrLivArea
## No Normal: -- BsmtFullBath
## No Normal: -- BsmtHalfBath
## No Normal: -- FullBath
## No Normal: -- HalfBath
## No Normal: -- BedroomAbvGr
## No Normal: -- KitchenAbvGr
## No Normal: -- TotRmsAbvGrd
## No Normal: -- Fireplaces
## No Normal: -- GarageYrBlt
## No Normal: -- GarageCars
## No Normal: -- GarageArea
## No Normal: -- WoodDeckSF
## No Normal: -- OpenPorchSF
## No Normal: -- EnclosedPorch
## No Normal: -- 3SsnPorch
## No Normal: -- ScreenPorch
## No Normal: -- PoolArea
## No Normal: -- MiscVal
## No Normal: -- MoSold
## No Normal: -- YrSold
## No Normal: -- SalePrice
Per tant sembla que cap de les variables numèriques no segueix una distribució normal.
2.3- Tot seguit, comprovem la correlació entre els diferents atributs numèrics respecte a l’atribut SalePrice, aplicant la funció cor() que genera una matriu amb els percentatges de correlació entre les variables seleccionades.
cor(train[,c('OverallQual','OverallCond','YearBuilt','YearRemodAdd','MasVnrArea','BsmtFinSF1','BsmtFinSF2','BsmtUnfSF','TotalBsmtSF','1stFlrSF','2ndFlrSF','LowQualFinSF','GrLivArea','BsmtFullBath','BsmtHalfBath','FullBath','HalfBath','BedroomAbvGr','KitchenAbvGr','TotRmsAbvGrd','Fireplaces','GarageYrBlt','GarageCars','GarageArea','WoodDeckSF','OpenPorchSF','EnclosedPorch','3SsnPorch','ScreenPorch','PoolArea','MiscVal','MoSold','YrSold','SalePrice')], train['SalePrice'])
## SalePrice
## OverallQual 0.79098160
## OverallCond -0.07785589
## YearBuilt 0.52289733
## YearRemodAdd 0.50710097
## MasVnrArea NA
## BsmtFinSF1 0.38641981
## BsmtFinSF2 -0.01137812
## BsmtUnfSF 0.21447911
## TotalBsmtSF 0.61358055
## 1stFlrSF 0.60585218
## 2ndFlrSF 0.31933380
## LowQualFinSF -0.02560613
## GrLivArea 0.70862448
## BsmtFullBath 0.22712223
## BsmtHalfBath -0.01684415
## FullBath 0.56066376
## HalfBath 0.28410768
## BedroomAbvGr 0.16821315
## KitchenAbvGr -0.13590737
## TotRmsAbvGrd 0.53372316
## Fireplaces 0.46692884
## GarageYrBlt NA
## GarageCars 0.64040920
## GarageArea 0.62343144
## WoodDeckSF 0.32441344
## OpenPorchSF 0.31585623
## EnclosedPorch -0.12857796
## 3SsnPorch 0.04458367
## ScreenPorch 0.11144657
## PoolArea 0.09240355
## MiscVal -0.02118958
## MoSold 0.04643225
## YrSold -0.02892259
## SalePrice 1.00000000
En aquest cas com els atributs numèrics no segueixen una distribució normal, s’usa Spearman per a fer una matriu de correlació de les variables quantitatives amb la variable Sale Price. Prèviament es normalitzen els valors usant el mètode scale que usa una normalització de tipus z-score.
train.scaled <- scale(train[,c('OverallQual','OverallCond','YearBuilt','YearRemodAdd','MasVnrArea','BsmtFinSF1','BsmtFinSF2','BsmtUnfSF','TotalBsmtSF','1stFlrSF','2ndFlrSF','LowQualFinSF','GrLivArea','BsmtFullBath','BsmtHalfBath','FullBath','HalfBath','BedroomAbvGr','KitchenAbvGr','TotRmsAbvGrd','Fireplaces','GarageYrBlt','GarageCars','GarageArea','WoodDeckSF','OpenPorchSF','EnclosedPorch','3SsnPorch','ScreenPorch','PoolArea','MiscVal','MoSold','YrSold','SalePrice')])
#es converteix a data frame
train.scaled <- as.data.frame(scale(train.scaled))
Spearman:
corr_matrix <- matrix(nc = 2, nr = 0)
colnames(corr_matrix) <- c("estimate", "p-value")
for (i in 1:(ncol(train.scaled) - 1)) {
if (is.integer(train.scaled[,i]) | is.numeric(train.scaled[,i])) {
spearman_test = cor.test(train.scaled[,i],
train.scaled[,length(train.scaled)], method = "spearman")
corr_coef = spearman_test$estimate
p_val = spearman_test$p.value
# Add row to matrix
pair = matrix(ncol = 2, nrow = 1)
pair[1][1] = corr_coef
pair[2][1] = p_val
corr_matrix <- rbind(corr_matrix, pair)
rownames(corr_matrix)[nrow(corr_matrix)] <- colnames(train.scaled)[i]
}
}
print(corr_matrix)
## estimate p-value
## OverallQual 0.80982859 0.000000e+00
## OverallCond -0.12932495 7.118552e-07
## YearBuilt 0.65268155 5.693841e-178
## YearRemodAdd 0.57115898 3.557233e-127
## MasVnrArea 0.42130950 1.472613e-63
## BsmtFinSF1 0.30187120 3.857909e-32
## BsmtFinSF2 -0.03880613 1.383221e-01
## BsmtUnfSF 0.18519663 9.886861e-13
## TotalBsmtSF 0.60272544 4.157300e-145
## 1stFlrSF 0.57540784 1.780246e-129
## 2ndFlrSF 0.29359799 2.040344e-30
## LowQualFinSF -0.06771915 9.645078e-03
## GrLivArea 0.73130958 1.431015e-244
## BsmtFullBath 0.22512487 3.130150e-18
## BsmtHalfBath -0.01218888 6.416775e-01
## FullBath 0.63595706 2.729574e-166
## HalfBath 0.34300755 1.422950e-41
## BedroomAbvGr 0.23490672 9.402132e-20
## KitchenAbvGr -0.16482575 2.358516e-10
## TotRmsAbvGrd 0.53258594 9.553211e-108
## Fireplaces 0.51924745 1.354698e-101
## GarageYrBlt 0.59378833 3.611689e-132
## GarageCars 0.69071097 1.654517e-207
## GarageArea 0.64937853 1.320918e-175
## WoodDeckSF 0.35380161 2.688484e-44
## OpenPorchSF 0.47756066 4.860098e-84
## EnclosedPorch -0.21839362 3.180474e-17
## 3SsnPorch 0.06544022 1.238409e-02
## ScreenPorch 0.10006972 1.281429e-04
## PoolArea 0.05845300 2.551713e-02
## MiscVal -0.06272700 1.652526e-02
## MoSold 0.06943224 7.955957e-03
## YrSold -0.02989913 2.535700e-01
Les variables més fortament correlacionades, observades amb valors estimats més alts són:
Les variables menys interessants són les que tenen una estimació més a prop de 0. Per tal de reduir la dimensionalitat es pot prescindir de les variables entre -0.2 i 0.2 que no tindrien massa correlació amb el Sale Price:
train = subset(train, select = -c(OverallCond,BsmtFinSF2,BsmtUnfSF,LowQualFinSF,
BsmtHalfBath,BsmtHalfBath,KitchenAbvGr,`3SsnPorch`,ScreenPorch,PoolArea,
MiscVal,MoSold,YrSold) )
IDENTIFICACIÓ:
1-Variable de classe-dependent: Sale Price
summary(train$SalePrice)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 34900 129975 163000 180921 214000 755000
boxplot.stats(train$SalePrice)$out
## [1] 345000 385000 438780 383970 372402 412500 501837 475000 386250 403000
## [11] 415298 360000 375000 342643 354000 377426 437154 394432 426000 555000
## [21] 440000 380000 374000 430000 402861 446261 369900 451950 359100 345000
## [31] 370878 350000 402000 423000 372500 392000 755000 361919 341000 538000
## [41] 395000 485000 582933 385000 350000 611657 395192 348000 556581 424870
## [51] 625000 392500 745000 367294 465000 378500 381000 410000 466500 377500
## [61] 394617
Observem com la majoria d’outliers són preus alts comparats amb la mitja que és de 163000. Es donen per valors vàlids, donat que s’observen característiques d’alt standing en aquestes cases, el que fa suposar que els valors són vàlids
train.data = train[c("OverallQual","GrLivArea","YearBuilt","GarageCars","GarageArea","SalePrice")]
filter(train.data,SalePrice %in% (boxplot.stats(train$SalePrice)$out))
## OverallQual GrLivArea YearBuilt GarageCars GarageArea SalePrice
## 1 9 2324 2005 3 736 345000
## 2 9 1842 1981 3 894 385000
## 3 10 2945 2006 3 641 438780
## 4 7 2696 2007 3 792 383970
## 5 8 1710 2007 3 866 372402
## 6 9 2668 2003 3 726 412500
## 7 9 2234 2008 3 1166 501837
## 8 10 3608 1892 3 840 475000
## 9 10 2392 2003 3 968 386250
## 10 8 2794 1995 3 810 403000
## 11 9 2121 2006 3 732 415298
## 12 9 1944 2003 3 708 360000
## 13 7 2036 1965 2 513 375000
## 14 9 2596 2006 3 840 342643
## 15 8 2468 2004 3 872 354000
## 16 9 1922 2005 3 676 377426
## 17 9 2728 2005 3 706 437154
## 18 9 1856 2010 3 834 394432
## 19 10 2332 2007 3 846 426000
## 20 10 2402 2008 3 672 555000
## 21 8 1976 2006 3 908 440000
## 22 9 2643 2006 3 694 380000
## 23 9 1792 2003 3 874 374000
## 24 8 3228 1992 2 546 430000
## 25 10 2020 2009 3 900 402861
## 26 9 2713 2008 3 858 446261
## 27 8 2028 2005 3 880 369900
## 28 10 2296 2008 3 842 451950
## 29 8 3194 1934 2 380 359100
## 30 8 2704 1972 2 538 345000
## 31 9 1766 2009 3 478 370878
## 32 8 2113 1995 3 839 350000
## 33 8 2448 1994 3 711 402000
## 34 8 2097 2005 3 1134 423000
## 35 8 2046 2008 3 834 372500
## 36 8 1419 2007 2 567 392000
## 37 10 4316 1994 3 832 755000
## 38 8 2576 2006 3 666 361919
## 39 7 2418 1993 3 983 341000
## 40 8 3279 2003 3 841 538000
## 41 8 1973 2006 3 895 395000
## 42 9 3140 2008 3 820 485000
## 43 9 2822 2008 3 1020 582933
## 44 10 2084 2007 3 1220 385000
## 45 9 2224 2004 3 738 350000
## 46 9 2364 2009 3 820 611657
## 47 9 1940 2009 3 606 395192
## 48 8 2392 1997 3 870 348000
## 49 9 2868 2005 3 716 556581
## 50 8 2828 2006 3 1052 424870
## 51 10 3627 1995 3 807 625000
## 52 8 1652 2008 2 482 392500
## 53 10 4476 1996 3 813 745000
## 54 9 1702 2008 3 1052 367294
## 55 10 2076 2006 3 850 465000
## 56 9 2018 2008 3 746 378500
## 57 8 3447 1935 3 1014 381000
## 58 8 3238 1995 3 666 410000
## 59 10 2633 2001 3 804 466500
## 60 9 1746 2006 3 758 377500
## 61 8 1932 2008 3 774 394617
2-Variables independents:
Probablement són cases de finals del segle XIX.
boxplot.stats(train$YearBuilt)$out
## [1] 1880 1880 1880 1882 1880 1875 1872
bp <-boxplot(train$BsmtFinSF1,main="Type 1 finished square feet")
bp$out
## [1] 1810 1880 1904 2260 2188 2096 5644
#boxplot.stats(train$BsmtFinSF1)$out
boxplot.stats(train$TotalBsmtSF)$out
## [1] 0 0 2223 0 0 0 2216 0 2392 0 2121 2136 3206 0
## [15] 0 0 0 3094 2153 3200 0 3138 0 0 0 0 2109 2077
## [29] 2444 0 0 0 0 2078 0 2217 0 0 2330 0 0 0
## [43] 0 2524 0 0 0 0 0 2396 2158 0 0 2136 0 2076
## [57] 2110 6110 0 2633 0
Hi ha o un total de metres quadrats de la basement area (sotan) molt gran > 2000 o bé no hi ha sòtan i és 0
boxplot.stats(train$`1stFlrSF`)$out
## [1] 2207 2223 2259 2158 2234 2392 2402 3228 3138 2515 2444 2217 2364 2898
## [15] 2524 2411 2196 4692 2156 2633
boxplot.stats(train$`2ndFlrSF`)$out
## [1] 1872 2065
boxplot.stats(train$GrLivArea)$out
## [1] 2945 3222 3608 3112 2794 3493 2978 3228 4676 2775 3194 3395 4316 3279
## [15] 3140 2822 2872 2898 3082 2868 2828 3627 3086 2872 4476 3447 5642 2810
## [29] 2792 3238 2784
boxplot.stats(train$TotRmsAbvGrd)$out
## [1] 11 11 12 11 11 11 11 14 11 12 11 12 11 11 12 11 12 11 12 11 11 12 12
## [24] 11 11 12 12 12 11 11
boxplot.stats(train$Bedroom)$out
## [1] 0 5 5 6 0 5 6 5 5 6 5 6 5 0 8 5 6 5 5 6 5 5 5 5 5 5 5 0 0 5 0 5 6 5 5
boxplot.stats(train$Fireplaces)$out
## [1] 3 3 3 3 3
boxplot.stats(train$GarageYrBlt)$out
## numeric(0)
quan no hi ha garatge l’any de construcció s’emplena amb un 0 que seria un outlier.
boxplot.stats(train$GarageCars)$out
## [1] 4 4 4 4 4
boxplot.stats(train$GarageArea)$out
## [1] 1166 968 1053 1025 947 1390 1134 983 1020 1220 1248 1043 1052 995
## [15] 1356 1052 954 1014 1418 968 1069
boxplot.stats(train$WoodDeckSF)$out
## [1] 857 576 476 574 441 468 670 495 536 519 466 517 426 503 486 486 511
## [18] 421 550 509 474 728 436 431 448 439 635 500 668 586 431 736
(Wood deck area in square feet outliers)
boxplot.stats(train$OpenPorchSF)$out
## [1] 204 213 258 199 234 184 205 228 238 260 198 172 208 228 184 250 175
## [18] 195 214 231 192 187 176 523 285 406 182 502 274 172 243 235 312 267
## [35] 265 288 341 204 174 247 291 312 418 240 364 188 207 234 192 191 252
## [52] 189 282 224 319 244 185 200 180 263 304 234 240 192 229 211 198 287
## [69] 292 207 241 547 211 184 262 210 236
(Open porch area in square feet outliers)
boxplot.stats(train$EnclosedPorch)$out
## [1] 272 228 205 176 205 87 172 102 37 144 64 114 202 128 156 44 77
## [18] 144 192 144 140 180 228 128 183 39 184 40 552 30 126 96 60 150
## [35] 120 202 77 112 252 52 224 234 144 244 268 137 24 108 294 177 218
## [52] 242 91 112 160 130 184 126 169 105 34 96 248 236 120 32 80 115
## [69] 291 184 116 158 112 210 36 156 144 200 84 148 116 120 136 102 240
## [86] 54 112 39 100 36 189 293 164 40 216 239 112 252 240 180 67 90
## [103] 120 56 112 129 40 98 143 216 234 112 112 70 386 154 185 156 156
## [120] 134 196 264 185 275 96 120 112 116 230 254 68 194 192 34 150 164
## [137] 112 224 32 318 244 48 94 138 108 112 226 192 174 228 19 170 220
## [154] 128 80 115 137 192 252 112 96 176 216 176 214 280 96 116 102 190
## [171] 236 192 84 330 208 145 259 126 264 81 164 42 123 162 100 286 190
## [188] 168 20 301 198 96 221 112 212 50 150 168 112 160 114 216 154 99
## [205] 158 216 252 112
Enclosed porch area in square feet outliers: La mitja són 21.95 i el màxim 552 no havent-hi ni primer ni tercer quartil. Per tant podem dir que en la majoria de casos no hi ha enclosed porch, però quan hi ha és de molts metres quadrats.
TRACTAMENT d’OUTLIERS: Tots el outliers analitzats tenen sentint dintre del domini de cada atribut, per tant es decideix no aplicar cap mètode corrector.
Abans hem trobat la correlació de les variables numèriques amb SalePrice fent servir la funció cor() i la correlació d’Spearman. Ara, intentarem fer el mateix però amb les variables categòriques.
Per tal d’aconseguir-ho crearem nous atributs numèrics a partir dels atributs categòrics existents. Això ho podrem fer revisant cadascuna de les variables i definint uns valors numèrics que descriguin de forma equivalent les categories representades.
La nomenclatura que farem servir per assignar aquests nous atributs serà vn al principi del nom, per tal d’indicar que es tracta d’un valor numèric.
Començarem per la variable Street, que té dos possibles valors: Grvl o Pave; és a dir el camí d’accés a la vivenda pot ser de grava o pavimentat.
#Comprovem els possibles valors de la variable Street
table(train$Street)
##
## Grvl Pave
## 6 1454
#Creem la nova variable numèrica assignant 1 o 0 en funció de si el carrer està pavimentat (1) o no (0)
train$vnStreet[train$Street == "Pave"] <- 1
train$vnStreet[train$Street != "Pave"] <- 0
L’atribut LotShape ens descriu la forma de la vivenda en 4 nivells desde regular (millor) fins a irregular (pitjor).
#Comprovem els possibles valors de la variable LotShape
table(train$LotShape)
##
## IR1 IR2 IR3 Reg
## 484 41 10 925
#Creem la nova variable numèrica que pot agafar 4 possibles valors: regular(4), una mica irregular (3), bastant irregular (2), irregular (1)
train$vnLotShape[train$LotShape == "Reg"] <- 4
train$vnLotShape[train$LotShape == "IR1"] <- 3
train$vnLotShape[train$LotShape == "IR2"] <- 2
train$vnLotShape[train$LotShape == "IR3"] <- 1
LandContour indica el desnivell de la vivenda.
#Comprovem els possibles valors de la variable LandContour
table(train$LandContour)
##
## Bnk HLS Low Lvl
## 63 50 36 1311
#Creem la nova variable numèrica en la que considerarem únicament dos possibles valors: a nivell (1) o amb desnivell (0)
train$vnLandContour[train$LandContour == "Lvl"] <- 1
train$vnLandContour[train$LandContour != "Lvl"] <- 0
Utilities descriu els serveis de que consta la vivenda.
#Comprovem els possibles valors de la variable Utilities
table(train$Utilities)
##
## AllPub NoSeWa
## 1459 1
#La nova variable numèrica prendrà 4 possibles valors: AllPub(4), NoSewr(3), NoSeWa(2), ELO(1)
train$vnUtilities[train$Utilities == "AllPub"] <- 4
train$vnUtilities[train$Utilities == "NoSewr"] <- 3
train$vnUtilities[train$Utilities == "NoSeWa"] <- 2
train$vnUtilities[train$Utilities == "ELO"] <- 1
LandSlope indica el pendent del terreny.
#Comprovem els possibles valors de la variable LandSlope
table(train$LandSlope)
##
## Gtl Mod Sev
## 1382 65 13
#La nova variable numèrica prendrà 3 possibles valors: Gtl(3), Mod(2), Sev(1)
train$vnLandSlope[train$LandSlope == "Gtl"] <- 3
train$vnLandSlope[train$LandSlope == "Mod"] <- 2
train$vnLandSlope[train$LandSlope == "Sev"] <- 1
Amb LotConfig per tal de donar un valor numèric que tingui sentit, tenint en compte que no es pot establir cap ordre de millor o pitjor per a la configuració de la propietat, el que farem es fixar-nos en el preu mig per a cada tipus de configuració. D’aquesta manera podrem ordenar de la configuració més cara a la més barata les vivendes.
#Comprovem quin és el SalePrice mig per a cadascuna de les configuracions
summarize(group_by(train, LotConfig), mean(SalePrice, na.rm=T))
## # A tibble: 5 x 2
## LotConfig `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 Corner 181623.
## 2 CulDSac 223855.
## 3 FR2 177935.
## 4 FR3 208475
## 5 Inside 176938.
#Ara assignem 5 possibles valors numèrics a la nova variable, seguint un ordre de configuració més valuosa a menys: CulDSac(5), FR3(4), Corner(3), FR2(2), Inside(1)
train$vnLotConfig[train$LotConfig == "CulDSac"] <- 5
train$vnLotConfig[train$LotConfig == "FR3"] <- 4
train$vnLotConfig[train$LotConfig == "Corner"] <- 3
train$vnLotConfig[train$LotConfig == "FR2"] <- 2
train$vnLotConfig[train$LotConfig == "Inside"] <- 1
Per assignar un valor numèric a l’atribut Neighborhood farem el mateix. Definirem el preu mig de venta de les vivendes de cada veïnat, i a continuació classificarem aquests barris en 3 grups en funció del preu mig de les vivendes entre barats(1), preu mitjà(2) i cars(3).
#Comprovem quin és el preu de venta mig per a les vivendes de cadascun dels barris
nbhdprice <- summarize(group_by(train, Neighborhood),mean(SalePrice, na.rm=T))
#Definim com a barri barat (nbhdprice_lo) els barris amb un preu mitjà inferior a 140.000, barri mitjà (nbhdprice_med) els que tenen un preu entre 140.000 i 200.000 i barri car (nbhdprice_hi) els que les propietats tenen un preu superior a 200.000
nbhdprice_lo <- filter(nbhdprice, nbhdprice$`mean(SalePrice, na.rm = T)` < 140000)
nbhdprice_med <- filter(nbhdprice, nbhdprice$`mean(SalePrice, na.rm = T)` < 200000 & nbhdprice$`mean(SalePrice, na.rm = T)` >= 140000 )
nbhdprice_hi <- filter(nbhdprice, nbhdprice$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors depenent del tipus de veinat: nbhdprice_hi(3), nbhdprice_med(2), nbhdprice_lo(1)
train$vnNeighborhood[train$Neighborhood %in% nbhdprice_lo$Neighborhood] <- 1
train$vnNeighborhood[train$Neighborhood %in% nbhdprice_med$Neighborhood] <- 2
train$vnNeighborhood[train$Neighborhood %in% nbhdprice_hi$Neighborhood] <- 3
Els atributs Condition1 i Condition2 els convertirem a valors numèrics d’igual forma. I farem servir el mateix mètode que en els anteriors casos, comprovant el preu de venta mig per a cadascuna de les categories i establint un ordre per a que els valors numèrics tinguin sentit.
#Comprovem SalePrice per cada opció
summarize(group_by(train, Condition1),mean(SalePrice, na.rm=T))
## # A tibble: 9 x 2
## Condition1 `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 Artery 135092.
## 2 Feedr 142475.
## 3 Norm 184495.
## 4 PosA 225875
## 5 PosN 215184.
## 6 RRAe 138400
## 7 RRAn 184397.
## 8 RRNe 190750
## 9 RRNn 212400
summarize(group_by(train, Condition2),mean(SalePrice, na.rm=T))
## # A tibble: 8 x 2
## Condition2 `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 Artery 106500
## 2 Feedr 121167.
## 3 Norm 181169.
## 4 PosA 325000
## 5 PosN 284875
## 6 RRAe 190000
## 7 RRAn 136905
## 8 RRNn 96750
#A partir del resultat anterior veiem que PosA i PosN tenen un preu més elevat i es diferencien de la resta tant en Condition1 com en Condition2. Definim dos valors numèrics 1 i 0, en funció de si l'atribut té valor PosA o PosN o no.
train$vnCondition1[train$Condition1 %in% c("PosA", "PosN")] <- 1
train$vnCondition1[!train$Condition1 %in% c("PosA", "PosN")] <- 0
train$vnCondition2[train$Condition2 %in% c("PosA", "PosN")] <- 1
train$vnCondition2[!train$Condition2 %in% c("PosA", "PosN")] <- 0
BldgType indica el tipus de construcció
#Comprovem quin és el SalePrice mig per a cada BldgType
summarize(group_by(train, BldgType), mean(SalePrice, na.rm=T))
## # A tibble: 5 x 2
## BldgType `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 1Fam 185764.
## 2 2fmCon 128432.
## 3 Duplex 133541.
## 4 Twnhs 135912.
## 5 TwnhsE 181959.
#Ara assignem valors numèrics a la nova variable, seguint un ordre de tipus d'edificació de més valuosa a menys: 1Fam(5), TwnhsE(4), Twnhs(3), Duplex(2), 2fmCon(1)
train$vnBldgType[train$BldgType == "1Fam"] <- 5
train$vnBldgType[train$BldgType == "TwnhsE"] <- 4
train$vnBldgType[train$BldgType == "Twnhsr"] <- 3
train$vnBldgType[train$BldgType == "Duplex"] <- 2
train$vnBldgType[train$BldgType == "2fmCon"] <- 1
HouseStyle descriu el tipus de vivenda
#Comprovem quin és el SalePrice mig per a cada HouseStyle
housestyle_price <- summarize(group_by(train, HouseStyle), mean(SalePrice, na.rm=T))
#Definim 3 categories en funció si el preu és inferior a 140.000 (housestyle_lo), es troba entre 140.000 i 200.000 (housestyle_med), o és superior a 200.000 (housestyle_hi)
housestyle_lo <- filter(housestyle_price, housestyle_price$`mean(SalePrice, na.rm = T)` < 140000)
housestyle_med <- filter(housestyle_price, housestyle_price$`mean(SalePrice, na.rm = T)` < 200000 & housestyle_price$`mean(SalePrice, na.rm = T)` >= 140000 )
housestyle_hi <- filter(housestyle_price, housestyle_price$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors depenent del tipus d'habitatge: housestyle_hi(3), housestyle_med(2), housestyle_lo(1)
train$vnHouseStyle[train$HouseStyle %in% housestyle_lo$HouseStyle] <- 1
train$vnHouseStyle[train$HouseStyle %in% housestyle_med$HouseStyle] <- 2
train$vnHouseStyle[train$HouseStyle %in% housestyle_hi$HouseStyle] <- 3
RoofStyle descriu el tipus de teulada.
#Comprovem quin és el SalePrice mig per a cada RoofStyle
summarize(group_by(train, RoofStyle), mean(SalePrice, na.rm=T))
## # A tibble: 6 x 2
## RoofStyle `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 Flat 194690
## 2 Gable 171484.
## 3 Gambrel 148909.
## 4 Hip 218877.
## 5 Mansard 180568.
## 6 Shed 225000
#Ara assignem valors numèrics a la nova variable, seguint un ordre de tipus de teulada de més valuosa a menys: Shed(6), Hip(5), Flat(4), Mansard(3), Gable(2), Gambrel(1)
train$vnRoofStyle[train$RoofStyle == "Shed"] <- 6
train$vnRoofStyle[train$RoofStyle == "Hip"] <- 5
train$vnRoofStyle[train$RoofStyle == "Flat"] <- 4
train$vnRoofStyle[train$RoofStyle == "Mansard"] <- 3
train$vnRoofStyle[train$RoofStyle == "Gable"] <- 2
train$vnRoofStyle[train$RoofStyle == "Gambrel"] <- 1
RoofMatl descriu el material amb que està feta la teulada.
#Comprovem quina és la mitja del SalePrice per cada RoofMatl
summarize(group_by(train, RoofMatl), mean(SalePrice, na.rm=T))
## # A tibble: 8 x 2
## RoofMatl `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 ClyTile 160000
## 2 CompShg 179804.
## 3 Membran 241500
## 4 Metal 180000
## 5 Roll 137000
## 6 Tar&Grv 185406.
## 7 WdShake 241400
## 8 WdShngl 390250
#Assignem valor 1 o 0 a cada material en funció de si la mitja del preu de venta de les vivendes amb teulades construides amb aquell material és superior a 200.000 (1) o inferior (0).
train$vnRoofMatl[train$RoofMatl %in% c("Membran", "WdShake", "WdShngl")] <- 1
train$vnRoofMatl[!train$RoofMatl %in% c("Membran", "WdShake", "WdShngl")] <- 0
Exterior1st i Exterior2nd descriuen el tipus d’acabats del recobriment exterior de les parets de la vivenda.
#Comprovem quina és la mitja del SalePrice per a cada tipus d'Exterior1st
ext1_price <- summarize(group_by(train, Exterior1st), mean(SalePrice, na.rm=T))
#Definim 3 categories en funció si el preu és inferior a 140.000 (ext1_lo), es troba entre 140.000 i 200.000 (ext1_med), o és superior a 200.000 (ext1_hi)
ext1_lo <- filter(ext1_price, ext1_price$`mean(SalePrice, na.rm = T)` < 140000)
ext1_med <- filter(ext1_price, ext1_price$`mean(SalePrice, na.rm = T)` < 200000 & ext1_price$`mean(SalePrice, na.rm = T)` >= 140000 )
ext1_hi <- filter(ext1_price, ext1_price$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors depenent del tipus d'exterior: ext1_hi(3), ext1_med(2), ext1_lo(1)
train$vnExterior1st[train$Exterior1st %in% ext1_lo$Exterior1st] <- 1
train$vnExterior1st[train$Exterior1st %in% ext1_med$Exterior1st] <- 2
train$vnExterior1st[train$Exterior1st %in% ext1_hi$Exterior1st] <- 3
#Comprovem quina és la mitja del SalePrice per a cada tipus d'Exterior2nd
ext2_price <- summarize(group_by(train, Exterior2nd), mean(SalePrice, na.rm=T))
#Definim 3 categories en funció si el preu és inferior a 140.000 (ext2_lo), es troba entre 140.000 i 200.000 (ext2_med), o és superior a 200.000 (ext2_hi)
ext2_lo <- filter(ext2_price, ext2_price$`mean(SalePrice, na.rm = T)` < 140000)
ext2_med <- filter(ext2_price, ext2_price$`mean(SalePrice, na.rm = T)` < 200000 & ext2_price$`mean(SalePrice, na.rm = T)` >= 140000 )
ext2_hi <- filter(ext2_price, ext2_price$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors depenent del tipus d'exterior: ext1_hi(3), ext1_med(2), ext1_lo(1)
train$vnExterior2nd[train$Exterior2nd %in% ext2_lo$Exterior2nd] <- 1
train$vnExterior2nd[train$Exterior2nd %in% ext2_med$Exterior2nd] <- 2
train$vnExterior2nd[train$Exterior2nd %in% ext2_hi$Exterior2nd] <- 3
MasVnrType indica el tipus de mamposteria.
#Comprovem quina és la mitja del SalePrice per cada MasVnrType
summarize(group_by(train, MasVnrType),mean(SalePrice, na.rm=T))
## # A tibble: 5 x 2
## MasVnrType `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 BrkCmn 146318.
## 2 BrkFace 204692.
## 3 None 156222.
## 4 Stone 265584.
## 5 <NA> 236484.
Observem que hi han valors NA.
#Assignem valor 1 o 0 a cada material en funció de si la mitja del preu de venta de les vivendes amb mamposteria feta amb aquell material és superior a 200.000 (1) o inferior (0).
train$vnMasVnrType[train$MasVnrType %in% c("Stone", "BrkFace") | is.na(train$MasVnrType)] <- 1
train$vnMasVnrType[!train$MasVnrType %in% c("Stone", "BrkFace") & !is.na(train$MasVnrType)] <- 0
ExterQual, ens diu la qualitat dels materials emprats en els exteriors.
#Assignem valors numèrics de més qualitat a menys: Excellent (5), Good (4), Average/Typical (3), Fair(2), Poor (1)
train$vnExterQual[train$ExterQual == "Ex"] <- 5
train$vnExterQual[train$ExterQual == "Gd"] <- 4
train$vnExterQual[train$ExterQual == "TA"] <- 3
train$vnExterQual[train$ExterQual == "Fa"] <- 2
train$vnExterQual[train$ExterQual == "Po"] <- 1
ExterCond indica l’estat actual dels materials emprats en els exteriors.
#Assignem valors numèrics de més qualitat a menys: Excellent (5), Good (4), Average/Typical (3), Fair(2), Poor (1)
train$vnExterCond[train$ExterCond == "Ex"] <- 5
train$vnExterCond[train$ExterCond == "Gd"] <- 4
train$vnExterCond[train$ExterCond == "TA"] <- 3
train$vnExterCond[train$ExterCond == "Fa"] <- 2
train$vnExterCond[train$ExterCond == "Po"] <- 1
Foundation indica el tipus de fonaments de la vivenda.
#Comprovem quin és el SalePrice mig per a cada tipus de fonaments.
summarize(group_by(train, Foundation), mean(SalePrice, na.rm=T))
## # A tibble: 6 x 2
## Foundation `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 BrkTil 132291.
## 2 CBlock 149806.
## 3 PConc 225230.
## 4 Slab 107366.
## 5 Stone 165959.
## 6 Wood 185667.
#Ara assignem valors numèrics a la nova variable, seguint un ordre dels fonaments més valorats als que menys: PConc(6), Wood(5), Stone(4), CBlock(3), BrkTil(2), Slab(1)
train$vnFoundation[train$Foundation == "PConc"] <- 6
train$vnFoundation[train$Foundation == "Wood"] <- 5
train$vnFoundation[train$Foundation == "Stone"] <- 4
train$vnFoundation[train$Foundation == "CBlock"] <- 3
train$vnFoundation[train$Foundation == "BrkTil"] <- 2
train$vnFoundation[train$Foundation == "Slab"] <- 1
BsmtQual, indica la qualitat del soterrani en funció de la seva alçada.
#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Typical (4), Fair (3), Poor (2), No Basement (1)
train$vnBsmtQual[train$BsmtQual == "Ex"] <- 6
train$vnBsmtQual[train$BsmtQual == "Gd"] <- 5
train$vnBsmtQual[train$BsmtQual == "TA"] <- 4
train$vnBsmtQual[train$BsmtQual == "Fa"] <- 3
train$vnBsmtQual[train$BsmtQual == "Po"] <- 2
train$vnBsmtQual[is.na(train$BsmtQual)] <- 1
BsmtCond, fa una evaluació general de les condicions actuals del soterrani.
#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Typical (4), Fair (3), Poor (2), No Basement (1)
train$vnBsmtCond[train$BsmtCond == "Ex"] <- 6
train$vnBsmtCond[train$BsmtCond == "Gd"] <- 5
train$vnBsmtCond[train$BsmtCond == "TA"] <- 4
train$vnBsmtCond[train$BsmtCond == "Fa"] <- 3
train$vnBsmtCond[train$BsmtCond == "Po"] <- 2
train$vnBsmtCond[is.na(train$BsmtCond)] <- 1
BsmtExposure fa referència a la visibilitat del soterrani.
#Assignem valors numèrics de més qualitat a menys: Good Exposure (5), Average Exposure (4), Minimum Exposure (3), No Exposure (2), No Basement (1)
train$vnBsmtExposure[train$BsmtExposure == "Gd"] <- 5
train$vnBsmtExposure[train$BsmtExposure == "Av"] <- 4
train$vnBsmtExposure[train$BsmtExposure == "Mn"] <- 3
train$vnBsmtExposure[train$BsmtExposure == "No"] <- 2
train$vnBsmtExposure[is.na(train$BsmtExposure)] <- 1
BsmtFinType1 i BsmtFinType2 fa referència a la qualitat del soterrani i la seva habitabilitat.
#Assignem valors numèrics de més qualitat a menys: Good Living Quarters (7), Average Living Quarters (6), Below Average Living Quarters (5), Average Rec Room (4), Low Quality (3), Unfinished (2), No Basement (1)
train$vnBsmtFinType1[train$BsmtFinType1 == "GLQ"] <- 7
train$vnBsmtFinType1[train$BsmtFinType1 == "ALQ"] <- 6
train$vnBsmtFinType1[train$BsmtFinType1 == "BLQ"] <- 5
train$vnBsmtFinType1[train$BsmtFinType1 == "Rec"] <- 4
train$vnBsmtFinType1[train$BsmtFinType1 == "LwQ"] <- 3
train$vnBsmtFinType1[train$BsmtFinType1 == "Unf"] <- 2
train$vnBsmtFinType1[is.na(train$BsmtFinType1)] <- 1
train$vnBsmtFinType2[train$BsmtFinType2 == "GLQ"] <- 7
train$vnBsmtFinType2[train$BsmtFinType2 == "ALQ"] <- 6
train$vnBsmtFinType2[train$BsmtFinType2 == "BLQ"] <- 5
train$vnBsmtFinType2[train$BsmtFinType2 == "Rec"] <- 4
train$vnBsmtFinType2[train$BsmtFinType2 == "LwQ"] <- 3
train$vnBsmtFinType2[train$BsmtFinType2 == "Unf"] <- 2
train$vnBsmtFinType2[is.na(train$BsmtFinType2)] <- 1
Heating descriu el tipus de calefacció.
#Comprovem quin és el SalePrice mig per a cada tipus de calefacció
summarize(group_by(train, Heating), mean(SalePrice, na.rm=T))
## # A tibble: 6 x 2
## Heating `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 Floor 72500
## 2 GasA 182021.
## 3 GasW 166632.
## 4 Grav 75271.
## 5 OthW 125750
## 6 Wall 92100
#Ara assignem valors numèrics a la nova variable, seguint un ordre del tipus de calefacció que dóna més valor a la vivenda al que menys: GasA(6), GasW(5), OthW(4), Wall(3), Grav(2), Floor(1)
train$vnHeating[train$Heating == "GasA"] <- 6
train$vnHeating[train$Heating == "GasW"] <- 5
train$vnHeating[train$Heating == "OthW"] <- 4
train$vnHeating[train$Heating == "Wall"] <- 3
train$vnHeating[train$Heating == "Grav"] <- 2
train$vnHeating[train$Heating == "Floor"] <- 1
HeatingQC ens diu la qualitat i l’estat de la instal·lació de la calefacció.
#Assignem valors numèrics de més qualitat a menys: Excellent (5), Good (4), Average/Typical (3), Fair (2), Poor (1)
train$vnHeatingQC[train$HeatingQC == "Ex"] <- 5
train$vnHeatingQC[train$HeatingQC == "Gd"] <- 4
train$vnHeatingQC[train$HeatingQC == "TA"] <- 3
train$vnHeatingQC[train$HeatingQC == "Fa"] <- 2
train$vnHeatingQC[train$HeatingQC == "Po"] <- 1
CentralAir indica si l’habitatge té aire acondicionat central.
#Assignem el valor 1 si té AC i 0 si no en té.
train$vnCentralAir[train$CentralAir == "Y"] <- 1
train$vnCentralAir[train$CentralAir == "N"] <- 0
Electrical descriu el tipus d’instal·lació elèctrica de la vivenda.
#Comprovem quin és el SalePrice mig de les vivendes per a cada tipus d'instal·lació
summarize(group_by(train, Electrical), mean(SalePrice, na.rm=T))
## # A tibble: 6 x 2
## Electrical `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 FuseA 122197.
## 2 FuseF 107675.
## 3 FuseP 97333.
## 4 Mix 67000
## 5 SBrkr 186825.
## 6 <NA> 167500
#Ara assignem valors numèrics a la nova variable, seguint un ordre del tipus d'instal·lació que dóna més valor a la vivenda al que menys: SBrkr(6), NA(5), FuseA(4), FuseF(3), FuseP(2), Mix(1)
train$vnElectrical[train$Electrical == "SBrkr"] <- 6
train$vnElectrical[is.na(train$Electrical)] <- 5
train$vnElectrical[train$Electrical == "FuseA"] <- 4
train$vnElectrical[train$Electrical == "FuseF"] <- 3
train$vnElectrical[train$Electrical == "FuseP"] <- 2
train$vnElectrical[train$Electrical == "Mix"] <- 1
KitchenQual, valora la qualitat general de la cuina.
#Assignem valors numèrics de més qualitat a menys: Excellent (5), Good (4), Average/Typical (3), Fair (2), Poor (1)
train$vnKitchenQual[train$KitchenQual == "Ex"] <- 5
train$vnKitchenQual[train$KitchenQual == "Gd"] <- 4
train$vnKitchenQual[train$KitchenQual == "TA"] <- 3
train$vnKitchenQual[train$KitchenQual == "Fa"] <- 2
train$vnKitchenQual[train$KitchenQual == "Po"] <- 1
FireplaceQu, indica la qualitat del foc a terra.
#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Average (4), Fair (3), Poor (2), No Fireplace (1)
train$vnFireplaceQu[train$FireplaceQu == "Ex"] <- 6
train$vnFireplaceQu[train$FireplaceQu == "Gd"] <- 5
train$vnFireplaceQu[train$FireplaceQu == "TA"] <- 4
train$vnFireplaceQu[train$FireplaceQu == "Fa"] <- 3
train$vnFireplaceQu[train$FireplaceQu == "Po"] <- 2
train$vnFireplaceQu[is.na(train$FireplaceQu)] <- 1
GarageType, tipus de garatge.
#Comprovem quin és el SalePrice mig de les vivendes segons el tipus de garatge
summarize(group_by(train, GarageType), mean(SalePrice, na.rm=T))
## # A tibble: 7 x 2
## GarageType `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 2Types 151283.
## 2 Attchd 202893.
## 3 Basment 160571.
## 4 BuiltIn 254752.
## 5 CarPort 109962.
## 6 Detchd 134091.
## 7 <NA> 103317.
#Ara assignem valors numèrics a la nova variable, seguint un ordre del tipus de garatge que dóna més valor a la vivenda al que menys: BuiltIn(7), Attached(6), Basement(5), More than one type(4), Detached(3), Car Port(2), No Garage(1)
train$vnGarageType[train$GarageType == "BuiltIn"] <- 7
train$vnGarageType[train$GarageType == "Attchd"] <- 6
train$vnGarageType[train$GarageType == "Basment"] <- 5
train$vnGarageType[train$GarageType == "2Types"] <- 4
train$vnGarageType[train$GarageType == "Detchd"] <- 3
train$vnGarageType[train$GarageType == "CarPort"] <- 2
train$vnGarageType[is.na(train$GarageType)] <- 1
GarageFinish, ens diu si l’interior del garatge està acabat o no.
#Assignem valors numèrics en funció del grau dels acabats del garatge: Finished (4), Rough Finished (3), Unfinished (2), No Garage (1)
train$vnGarageFinish[train$GarageFinish == "Fin"] <- 4
train$vnGarageFinish[train$GarageFinish == "RFn"] <- 3
train$vnGarageFinish[train$GarageFinish == "Unf"] <- 2
train$vnGarageFinish[is.na(train$GarageFinish)] <- 1
GarageQual, indica la qualitat general del garatge.
#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Average (4), Fair (3), Poor (2), No Garage (1)
train$vnGarageQual[train$GarageQual == "Ex"] <- 6
train$vnGarageQual[train$GarageQual == "Gd"] <- 5
train$vnGarageQual[train$GarageQual == "TA"] <- 4
train$vnGarageQual[train$GarageQual == "Fa"] <- 3
train$vnGarageQual[train$GarageQual == "Po"] <- 2
train$vnGarageQual[is.na(train$GarageQual)] <- 1
GarageCond, indica l’estat actual del garatge.
#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Average (4), Fair (3), Poor (2), No Garage (1)
train$vnGarageCond[train$GarageCond == "Ex"] <- 6
train$vnGarageCond[train$GarageCond == "Gd"] <- 5
train$vnGarageCond[train$GarageCond == "TA"] <- 4
train$vnGarageCond[train$GarageCond == "Fa"] <- 3
train$vnGarageCond[train$GarageCond == "Po"] <- 2
train$vnGarageCond[is.na(train$GarageCond)] <- 1
PavedDrive indica si la calçada està asfaltada.
#Hi han 3 possibles valors: Paved (3), Partial Pavement (2), Dirt/Gravel (1)
train$vnPavedDrive[train$PavedDrive == "Y"] <- 3
train$vnPavedDrive[train$PavedDrive == "P"] <- 2
train$vnPavedDrive[train$PavedDrive == "N"] <- 1
Functional, indica la funcionalitat de l’habitatge (assumeix la opció Typical si no hi ha cap deducció garantida).
train$vnFunctional[train$Functional == "Typ"] <- 1
train$vnFunctional[train$Functional != "Typ"] <- 0
SaleType fa referència al tipus de venta.
#Comprovem quin és el preu mitjà de venta per a les vivendes en funció del tipus de venta
summarize(group_by(train, SaleType), mean(SalePrice, na.rm=T))
## # A tibble: 9 x 2
## SaleType `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 COD 143973.
## 2 Con 269600
## 3 ConLD 138781.
## 4 ConLI 200390
## 5 ConLw 143700
## 6 CWD 210600
## 7 New 274945.
## 8 Oth 119850
## 9 WD 173402.
#Ara assignem valors numèrics i agrupem les variables que observem que tenen preus mitjans de venta semblants.
test$vnSaleType[test$SaleType %in% c("New", "Con")] <- 5
test$vnSaleType[test$SaleType %in% c("CWD", "ConLI")] <- 4
test$vnSaleType[test$SaleType %in% c("WD")] <- 3
test$vnSaleType[test$SaleType %in% c("COD", "ConLw", "ConLD")] <- 2
test$vnSaleType[test$SaleType %in% c("Oth")] <- 1
SaleCondition descriu les condicions en que s’ha realitzat la venta.
#Comprovem quin és el preu mitjà de venta per a les vivendes en funció de la condició de venta
summarize(group_by(train, SaleCondition), mean(SalePrice, na.rm=T))
## # A tibble: 6 x 2
## SaleCondition `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 Abnorml 146527.
## 2 AdjLand 104125
## 3 Alloca 167377.
## 4 Family 149600
## 5 Normal 175202.
## 6 Partial 272292.
#Ara assignem valors numèrics a les variables
train$vnSaleCondition[train$SaleCondition == "Partial"] <- 6
train$vnSaleCondition[train$SaleCondition == "Normal"] <- 5
train$vnSaleCondition[train$SaleCondition == "Alloca"] <- 4
train$vnSaleCondition[train$SaleCondition == "Family"] <- 3
train$vnSaleCondition[train$SaleCondition == "Abnorml"] <- 2
train$vnSaleCondition[train$SaleCondition == "Adjland"] <- 1
MSZoning identifica el tipus de zona on es realitza la venta.
#Comprovem quin és el preu mitjà de venta per a les vivendes en funció de la zona de venta
summarize(group_by(train, MSZoning), mean(SalePrice, na.rm=T))
## # A tibble: 5 x 2
## MSZoning `mean(SalePrice, na.rm = T)`
## <chr> <dbl>
## 1 C (all) 74528
## 2 FV 214014.
## 3 RH 131558.
## 4 RL 191005.
## 5 RM 126317.
#Ara assignem valors numèrics a les variables
test$vnMSZoning[test$MSZoning %in% c("FV")] <- 5
test$vnMSZoning[test$MSZoning %in% c("RL")] <- 4
test$vnMSZoning[test$MSZoning %in% c("RH")] <- 3
test$vnMSZoning[test$MSZoning %in% c("RM")] <- 2
test$vnMSZoning[test$MSZoning %in% c("C (all)")] <- 1
MSSubClass identifica el tipus de vivenda venuda.
#Comprovem quin és el preu de venta mig per a les vivendes de cada tipus
subclassprice <- summarize(group_by(train, MSSubClass),mean(SalePrice, na.rm=T))
#Definim com a tipus de vivenda barata (subclass_lo) les propietats amb un preu mitjà inferior a 140.000, vivenda assequible (subclass_med) les que tenen un preu entre 140.000 i 200.000 i propietat cara (subclass_hi) els tipus de propietats que tenen un preu superior a 200.000
subclass_lo <- filter(subclassprice, subclassprice$`mean(SalePrice, na.rm = T)` < 140000)
subclass_med <- filter(subclassprice, subclassprice$`mean(SalePrice, na.rm = T)` < 200000 & subclassprice$`mean(SalePrice, na.rm = T)` >= 140000 )
subclass_hi <- filter(subclassprice, subclassprice$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors: subclass_hi(3), subclass_med(2), subclass_lo(1)
train$vnMSSubClass[train$MSSubClass %in% subclass_lo$MSSubClass] <- 1
train$vnMSSubClass[train$MSSubClass %in% subclass_med$MSSubClass] <- 2
train$vnMSSubClass[train$MSSubClass %in% subclass_hi$MSSubClass] <- 3
A continuació s’observala correlació, donat que a les variables numèriques no seguien una distribució normal, s’aplica també Spearman sobre les variables transformades vn, afegint SalePrice al final com a variable dependent
train.vn <- train[,c("vnStreet","vnLotShape","vnLandContour","vnUtilities",
"vnLandSlope","vnLotConfig","vnNeighborhood","vnCondition1","vnCondition2","vnBldgType",
"vnHouseStyle","vnRoofStyle","vnRoofMatl","vnExterior1st","vnExterior2nd",
"vnMasVnrType","vnExterQual","vnExterCond","vnFoundation","vnBsmtQual","vnBsmtCond",
"vnBsmtExposure" ,"vnBsmtFinType1","vnBsmtFinType2","vnHeating","vnHeatingQC",
"vnCentralAir","vnElectrical","vnKitchenQual" ,"vnFireplaceQu","vnGarageType",
"vnGarageFinish","vnGarageQual","vnGarageCond","vnPavedDrive","vnFunctional",
"vnSaleCondition","SalePrice")]
Spearman en les variables vn
corr_matrix <- matrix(nc = 2, nr = 0)
colnames(corr_matrix) <- c("estimate", "p-value")
for (i in 1:(ncol(train.vn) - 1)) {
# if( substr(colnames(train.vn[i]), start=1, stop=2)=="vn")
# {
spearman_test = cor.test(train.vn[,i],
train.vn[,length(train.vn)], method = "spearman")
corr_coef = spearman_test$estimate
p_val = spearman_test$p.value
# Add row to matrix
pair = matrix(ncol = 2, nrow = 1)
pair[1][1] = corr_coef
pair[2][1] = p_val
corr_matrix <- rbind(corr_matrix, pair)
rownames(corr_matrix)[nrow(corr_matrix)] <- colnames(train.vn)[i]
#}
}
print(corr_matrix)
## estimate p-value
## vnStreet 0.04581419 8.012225e-02
## vnLotShape -0.32105533 2.341724e-36
## vnLandContour -0.01789297 4.945066e-01
## vnUtilities 0.01670961 5.234926e-01
## vnLandSlope -0.05031026 5.461545e-02
## vnLotConfig 0.10502919 5.798914e-05
## vnNeighborhood 0.68525784 5.403916e-203
## vnCondition1 0.09586658 2.441008e-04
## vnCondition2 0.05517806 3.501794e-02
## vnBldgType 0.11570952 1.262589e-05
## vnHouseStyle 0.31338851 1.236615e-34
## vnRoofStyle 0.16378164 3.068415e-10
## vnRoofMatl 0.11053654 2.306410e-05
## vnExterior1st 0.41592760 3.653377e-62
## vnExterior2nd 0.41265735 3.997079e-61
## vnMasVnrType 0.41061097 1.762322e-60
## vnExterQual 0.68401380 5.605572e-202
## vnExterCond 0.01168189 6.555992e-01
## vnFoundation 0.57358006 1.755079e-128
## vnBsmtQual 0.67802625 3.696559e-197
## vnBsmtCond 0.26937252 1.088293e-25
## vnBsmtExposure 0.34420665 7.175863e-42
## vnBsmtFinType1 0.36162475 2.443878e-46
## vnBsmtFinType2 0.03981255 1.283765e-01
## vnHeating 0.12194854 2.966772e-06
## vnHeatingQC 0.49139191 1.347224e-89
## vnCentralAir 0.31328617 1.302833e-34
## vnElectrical 0.29757768 3.074431e-31
## vnKitchenQual 0.67284855 4.400509e-193
## vnFireplaceQu 0.53760183 3.933062e-110
## vnGarageType 0.59881437 8.906579e-143
## vnGarageFinish 0.63397362 5.937952e-165
## vnGarageQual 0.35108157 1.336417e-43
## vnGarageCond 0.33901490 1.360807e-40
## vnPavedDrive 0.28060152 8.018188e-28
## vnFunctional 0.13498257 2.255201e-07
## vnSaleCondition 0.31498304 6.752142e-35
Les variables categòriques més correlacionades amb el Preu són:
Recordem també les variables numèriques més correlacionades eren:
A continuació s’analitza la colinealitat entre aquestes variables en dos cops:
pairs(~vnGarageFinish+GarageCars+GarageArea+GrLivArea+YearBuilt,data=train,
main="anàlisis colinearitat")
S’observa certa correlació entre Garage Area i YearBuilt.
pairs(~vnNeighborhood+vnExterQual+vnKitchenQual+vnBsmtQual+
OverallQual+GrLivArea,data=train,
main="anàlisis colinearitat")
s’observa una colinearitat molt més clara entre GrLivArea i OverallQual.
A la fase de creació de variables numèriques a partir de qualitatives es va veure que es podia establir un ordre en els barris d’acord amb el seu preu mitjà. A continuació es fa una prova d’hipòtesi per a comparar aquests barris com grups i determinar si són iguals en quant a la seva mitjana i homoscedasticitat. Com ja vam veure, la variable SalePrice no seguexi una distribució normal, a continuació es fa la prova d’homoscedasticitat amb el test de Fligner-Killeen.
Establim com a Hipòtesi 0 que les variances són iguals amb un nivell de confiança d’un 95% (nivell de significació per defecte 0.05)
fligner.test(SalePrice ~ Neighborhood, data = train)
##
## Fligner-Killeen test of homogeneity of variances
##
## data: SalePrice by Neighborhood
## Fligner-Killeen:med chi-squared = 282.78, df = 24, p-value <
## 2.2e-16
Com que el p-value <0.05 es rebutja la hipòtesi nul·la i per tant podem dir que el preu de venda presenta variàncies estadísticament diferents segons el barri.
A continuació es compara d’una forma no paramètrica les distribucions dels barris que van ser categoritzats com grup 1 i grup 2 aplicant el test de Wilcox.
wilcox.test(SalePrice ~ vnNeighborhood, data = train, subset = vnNeighborhood <3)
##
## Wilcoxon rank sum test with continuity correction
##
## data: SalePrice by vnNeighborhood
## W = 52771, p-value < 2.2e-16
## alternative hypothesis: true location shift is not equal to 0
Per tant es comprova d’una manera més formal, que es refusa la hipòtesi nul·la perquè p-vale <0.05 que els grups de barris 1 i 2 són estadísticament diferents en quan al preu de venda de les cases.
Cada barri està en un grup (segons la mitja de preus de venda. Grup 1 amb els barris que tenen les cases més barates, grup 3: barris amb les cases més cares)
unique ((train[c("vnNeighborhood","Neighborhood")]))
## vnNeighborhood Neighborhood
## 1 2 CollgCr
## 2 3 Veenker
## 4 3 Crawfor
## 5 3 NoRidge
## 6 2 Mitchel
## 7 3 Somerst
## 8 2 NWAmes
## 9 1 OldTown
## 10 1 BrkSide
## 11 1 Sawyer
## 12 3 NridgHt
## 15 2 NAmes
## 19 2 SawyerW
## 22 1 IDOTRR
## 24 1 MeadowV
## 40 1 Edwards
## 42 3 Timber
## 51 2 Gilbert
## 59 3 StoneBr
## 70 3 ClearCr
## 127 2 NPkVill
## 220 2 Blmngtn
## 226 1 BrDale
## 268 2 SWISU
## 600 1 Blueste
s’analitza visualment per OverallQual (ratis de qualitat en quant acabats de la casa) els barris relacionats.
filas=dim(train)[1] #1460 rows
ggplot(data=train[1:filas,],aes(x=OverallQual,fill=Neighborhood))+geom_bar()
S’observa per exemple que la relació de qualitat de la casa en els valors de 9-10 està present en els barris del grup 3.
Hi ha una diferència entre els preus de venda dels anys 80 als anys 90?
Creació dels subsets:
train.SalePrice80s <-train$SalePrice[train$YearBuilt >1979 & train$YearBuilt <=1989]
train.SalePrice90s <-train$SalePrice[train$YearBuilt >1989 & train$YearBuilt <=2000]
Es comprova la normalitat, donat que serien subsets de la variable SalePrice. S’usa el mètode de Kolmogorov-Smirnov
ks.test(train.SalePrice80s, pnorm, mean(train.SalePrice80s), sd(train.SalePrice80s))
##
## One-sample Kolmogorov-Smirnov test
##
## data: train.SalePrice80s
## D = 0.13989, p-value = 0.1836
## alternative hypothesis: two-sided
Assumint com a hipòtesi nul·la que la població està distribuïda normalment, Al ser el p-valor més gran que el nivell de significació,(per defecte α=0,05) la hipòtesi nul·la no es podria rebutjar i amb un 95% de confiança podríem dir que la distribució és normal.
Ara bé, passant el test de shapiro, la hipòtesi nul·la sí s’hauria de rebutjar:
shapiro.test(train.SalePrice80s)
##
## Shapiro-Wilk normality test
##
## data: train.SalePrice80s
## W = 0.91085, p-value = 0.000298
Es comprova si en la decada dels 90 els preus segueixen una distribució normal
ks.test(train.SalePrice90s, pnorm, mean(train.SalePrice90s), sd(train.SalePrice90s))
##
## One-sample Kolmogorov-Smirnov test
##
## data: train.SalePrice90s
## D = 0.15275, p-value = 0.0003244
## alternative hypothesis: two-sided
Segons Kolmogorov-Smirnov, la distribució dels 90 no seria normal. Es comprova com tampoc ho és seguint Shapiro-Wilk.
shapiro.test(train.SalePrice90s)
##
## Shapiro-Wilk normality test
##
## data: train.SalePrice90s
## W = 0.72836, p-value < 2.2e-16
Es fa el test d’homoscedasticitat per a comprovar si les variances són iguals.
Es comprova l’anàlisi de variances amb el test no paramètric de Fligner. Com que el nombre d’elements en cada sample és diferent es fa un stack previ en un nou dataframe anomenat stacked:
stacked <- stack(list(train.SalePrice80s=train.SalePrice80s,train.SalePrice90s=train.SalePrice90s))
fligner.test(values ~ ind, data = stacked)
##
## Fligner-Killeen test of homogeneity of variances
##
## data: values by ind
## Fligner-Killeen:med chi-squared = 0.37698, df = 1, p-value =
## 0.5392
Segons el test de Fligner-Killeen les variances seguirien una distribució similar entre SalesPrice 80 i 90.
Es comparen els preus dels 80s amb els 90s seguint el test no paramètric de Wilcoxon i Mann-Whitney. La hipòtesi nul·la seria la igualtat de les distribucions :
stacked <- stack(list(train.SalePrice80s=train.SalePrice80s,train.SalePrice90s=train.SalePrice90s))
wilcox.test(values ~ ind, data = stacked)
##
## Wilcoxon rank sum test with continuity correction
##
## data: values by ind
## W = 3909.5, p-value = 0.0002273
## alternative hypothesis: true location shift is not equal to 0
#wilcox.test(values ~ ind, data = stacked, subset = Month %in% c(5, 8))
Donat que el test dona un p-value < 0.05, s’hauria de rebutjar la hipòtesi nul·la i per tant concloure que els preus són estadísticament diferents entre els 80 i els 90s
Donat que alguns tests són positius i altres negatius, es fa una representació visual també. Es pot concloure que la mitja del preu de venda, tot i diferent, no pujaria excessivament dels 80s als 90s. Possiblement un dels factors que està impactant en la comparació paramètrica dels preus, serien alguns preus molt alts (Outliers) trobats en la dècada dels 90.
# Plot
summary(train.SalePrice80s)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 112000 143000 178000 190080 215000 385000
summary(train.SalePrice90s)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 93500 177250 204000 226141 250500 755000
# Plot
ggplot(train, aes(x=YearBuilt, y=SalePrice/1000)) +
geom_line()
En el nostre dataset tenim 4 variables de temps que ens poden servir per obtenir un anàlisi interessant sobre l’evolució dels preus de les vivendes al llarg del temps. Aquests 4 atributs són:
A continuació estudiarem el preu de venda en funció d’aquestes variables de temps.
#Tornem a llegir el dataset i agafem només les columnes que necessitem per aquest anàlisi
trainTime <- read_csv('HousePrices/train.csv' )
trainTime = subset(trainTime, select = c(YearBuilt, YearRemodAdd, GarageYrBlt, YrSold, SalePrice) )
Primer de tot observem l’evolució del preu en funció de YearBuilt, és a dir, l’any de construcció de la vivenda.
#Calculem la mitja del SalePrice en funció de YearBuilt
priceYearBuilt <- summarize(group_by(trainTime, YearBuilt), SalePriceMean = mean(SalePrice, na.rm=T), n=n())
#Mostrem el gràfic fent servir el paquet plotly que ens permet interactuar amb les dades mostrades
p <- ggplot(priceYearBuilt, aes(x=YearBuilt, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p)
Veiem que en determinats anys el valor mitjà varia molt respecte als anys anteriors i posteriors. Això és degut a que en alguns casos tenim molt poques observacions per alguns anys concrets. Per a que la gràfica representi de forma més acurada l’evolució dels preus filtrem per a mostrar únicament els preus mitjans calculats tenint més de 5 observacions per aquell any.
priceYearBuilt5 <- filter(priceYearBuilt, n>5)
p5 <- ggplot(priceYearBuilt5, aes(x=YearBuilt, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p5)
Veiem que excloent els anys amb poques observacions, en general, com més noves són les construccions més valor tenen les vivendes. Aquest fet té sentit, tot i que apreciem també que el preu no té una relació massa directa amb això, sinó que més aviat té a veure amb altres factors a nivell econòmic. Arribem a aquesta conclusió observant com a l’any 2009 hi ha una baixada molt pronunciada del preu de les vivendes respecte de l’any anterior, tot i ser més noves. Aquest fet és degut a l’efecte de la crisi econòmica que es va iniciar a partir del 2008 i que va afectar al preu de venda de les vivendes de nova construcció els anys següents.
Si observem el primer gràfic amb totes les dades, veiem que s’han venut algunes vivendes antigues (en concret una vivenda l’any 1893 i dues l’any 1892) amb un preu molt elevat. Analitzant amb detall aquestes observacions veiem que es tracta en tots els casos de vivendes que han estat remodelades posteriorment i de gran tamany i qualitat.
Ara observarem l’evolució dels preus per la variable YearRemodAdd.
#Calculem la mitja del SalePrice en funció de YearRemodAdd
priceYearRemodAdd <- summarize(group_by(trainTime, YearRemodAdd), SalePriceMean = mean(SalePrice, na.rm=T), n=n())
#Mostrem el gràfic
p <- ggplot(priceYearRemodAdd, aes(x=YearRemodAdd, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p)
En aquest cas, totes les observacions són posteriors a l’any 1950 i no hi ha cap any amb menys de 4 observacions, amb la qual cosa no cal filtrar els anys amb poques observacions.
Pel que fa al gràfic observem com el preu de venda és clarament més elevat com més recent és la remodelació de la vivenda. Aquest increment del preu és especialment pronunciat si la reforma s’ha efectuat dintre dels 3 últims anys (en el cas de la mostra del 2007 al 2010).
Comprovem ara GarageYrBlt
#Calculem la mitja del SalePrice en funció de GarageYrBlt
priceGarageYrBlt <- summarize(group_by(trainTime, GarageYrBlt), SalePriceMean = mean(SalePrice, na.rm=T), n=n())
#Mostrem el gràfic
p <- ggplot(priceGarageYrBlt, aes(x=GarageYrBlt, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p)
En aquest cas veiem que els resultats s’assemblen bastant als obtinguts per la variable YearBuilt. Aquesta sebmlança té sentit, ja que en la majoria dels casos, s’acostuma a construir el garatge al mateix temps que la resta de la casa.
Finalment, mirem la variable YrSold.
#Calculem la mitja del SalePrice en funció de YrSold
priceYrSold <- summarize(group_by(trainTime, YrSold), SalePriceMean = mean(SalePrice, na.rm=T), n=n())
#Mostrem el gràfic
p <- ggplot(priceYrSold, aes(x=YrSold, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p)
En aquest cas, les observacions que tenim mostren el preu de venda mig de les vivendes venudes entre els anys 2006 i 2010. Aquesta franja de temps és interessant, ja que com podem veure a la gràfica, es veu clarament la incidència de la crisi econòmica del 2008 en la baixada importantíssima dels preus de venda a partir d’aquell any.
Es fa una aproximació de la relació de dependència lineal entre la variable a predir: Sale Price i un subset de variables abans identificades com més correlacionades amb SalesPrice.
lmSalePrice1 = lm(SalePrice~OverallQual+YearBuilt+vnNeighborhood+vnKitchenQual
+FullBath+GarageCars+GarageArea+GrLivArea,data=train)
#summary(lmSalePrice)
Veiem com usant les variables originals el R-Squared millora, sent de 8.1.
lmSalePrice2 = lm(SalePrice~OverallQual+YearBuilt+Neighborhood+KitchenQual
+FullBath+GarageCars+GarageArea+GrLivArea,data=train)
#summary(lmSalePrice)
Amb altres variacions provades el R-Square seria menor.
lmSalePrice3 = lm(SalePrice~FullBath+YearBuilt+vnNeighborhood+vnKitchenQual
+OverallQual+GarageFinish+GrLivArea,data=train)
#summary(lmSalePrice)$r.squared
lmSalePrice4 = lm(SalePrice~FullBath+YearBuilt+Neighborhood+KitchenQual
+OverallQual+GarageFinish+GrLivArea+ExterQual+BsmtQual+TotalBsmtSF,data=train)
Es comprova que no hi ha un guany signiifcatiu afegint moltes variables predictores.
lmSalePrice5 = lm(SalePrice~MSSubClass+MSZoning+Neighborhood+KitchenQual
+OverallQual+GarageFinish+GrLivArea+ExterQual+BsmtQual+TotalBsmtSF+
LotArea+LotShape+LandContour+BldgType+HouseStyle+
YearRemodAdd+Exterior1st+ExterQual+Foundation+HalfBath+
BedroomAbvGr+Fireplaces+FireplaceQu+
GarageCars+GarageArea+GarageQual+PavedDrive+WoodDeckSF+OpenPorchSF
,data=train)
print (paste("Model 1 -->", summary(lmSalePrice1)$r.squared))
## [1] "Model 1 --> 0.782895088977925"
print (paste("Model 2 -->", summary(lmSalePrice2)$r.squared))
## [1] "Model 2 --> 0.819081072671528"
print (paste("Model 3 -->", summary(lmSalePrice3)$r.squared))
## [1] "Model 3 --> 0.770873063098381"
print (paste("Model 4 -->", summary(lmSalePrice4)$r.squared))
## [1] "Model 4 --> 0.824611474027129"
print (paste("Model 5 -->", summary(lmSalePrice4)$r.squared))
## [1] "Model 5 --> 0.824611474027129"
# no hi ha guany significatiu afegint més variables print (paste("Model 5 -->", summary(lmSalePrice5)$r.squared))
El model amb un major coeficient de determinació és el model 5, però no s’obté una guany significatiu respecte el model 4 afegint un gran nombre de variables predictores. Per tant el model triat és el model 4, capaç d’explicar la variabilitat de les dades en un 81,9% (Adjusted R-Squared).
summary(lmSalePrice4)
##
## Call:
## lm(formula = SalePrice ~ FullBath + YearBuilt + Neighborhood +
## KitchenQual + OverallQual + GarageFinish + GrLivArea + ExterQual +
## BsmtQual + TotalBsmtSF, data = train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -426134 -14303 -41 13595 215198
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.766e+05 1.653e+05 -1.069 0.285452
## FullBath 5.053e+02 2.694e+03 0.188 0.851232
## YearBuilt 1.348e+02 8.231e+01 1.637 0.101828
## NeighborhoodBlueste -1.365e+04 2.542e+04 -0.537 0.591416
## NeighborhoodBrDale -1.909e+04 1.273e+04 -1.499 0.134033
## NeighborhoodBrkSide 6.293e+03 1.104e+04 0.570 0.568674
## NeighborhoodClearCr 3.715e+04 1.104e+04 3.365 0.000788 ***
## NeighborhoodCollgCr 1.979e+04 8.838e+03 2.239 0.025310 *
## NeighborhoodCrawfor 3.427e+04 1.055e+04 3.247 0.001197 **
## NeighborhoodEdwards -1.184e+04 9.934e+03 -1.192 0.233637
## NeighborhoodGilbert 1.171e+04 9.258e+03 1.264 0.206281
## NeighborhoodIDOTRR -5.328e+03 1.183e+04 -0.450 0.652458
## NeighborhoodMeadowV -1.411e+04 1.333e+04 -1.058 0.290336
## NeighborhoodMitchel 9.424e+03 1.020e+04 0.924 0.355696
## NeighborhoodNAmes 6.517e+03 9.479e+03 0.688 0.491869
## NeighborhoodNoRidge 7.711e+04 1.013e+04 7.609 5.25e-14 ***
## NeighborhoodNPkVill 2.507e+02 1.438e+04 0.017 0.986089
## NeighborhoodNridgHt 4.474e+04 9.541e+03 4.689 3.03e-06 ***
## NeighborhoodNWAmes 9.735e+03 9.666e+03 1.007 0.314024
## NeighborhoodOldTown -7.763e+03 1.068e+04 -0.727 0.467255
## NeighborhoodSawyer 1.064e+04 9.997e+03 1.064 0.287582
## NeighborhoodSawyerW 1.685e+04 9.647e+03 1.747 0.080937 .
## NeighborhoodSomerst 2.393e+04 9.124e+03 2.622 0.008834 **
## NeighborhoodStoneBr 6.081e+04 1.076e+04 5.649 1.98e-08 ***
## NeighborhoodSWISU -9.832e+03 1.252e+04 -0.785 0.432495
## NeighborhoodTimber 2.816e+04 9.991e+03 2.818 0.004899 **
## NeighborhoodVeenker 5.142e+04 1.326e+04 3.879 0.000110 ***
## KitchenQualFa -4.564e+04 8.952e+03 -5.098 3.94e-07 ***
## KitchenQualGd -2.901e+04 4.823e+03 -6.016 2.32e-09 ***
## KitchenQualTA -3.870e+04 5.347e+03 -7.238 7.72e-13 ***
## OverallQual 1.201e+04 1.327e+03 9.052 < 2e-16 ***
## GarageFinishRFn -6.353e+03 2.710e+03 -2.345 0.019199 *
## GarageFinishUnf -9.457e+03 3.128e+03 -3.023 0.002553 **
## GrLivArea 4.894e+01 2.963e+00 16.520 < 2e-16 ***
## ExterQualFa -3.302e+04 1.499e+04 -2.203 0.027789 *
## ExterQualGd -2.224e+04 6.343e+03 -3.506 0.000470 ***
## ExterQualTA -1.963e+04 7.081e+03 -2.773 0.005639 **
## BsmtQualFa -3.596e+04 8.515e+03 -4.223 2.57e-05 ***
## BsmtQualGd -3.287e+04 4.451e+03 -7.384 2.72e-13 ***
## BsmtQualTA -3.194e+04 5.448e+03 -5.864 5.72e-09 ***
## TotalBsmtSF 1.746e+01 3.024e+00 5.776 9.57e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 33600 on 1308 degrees of freedom
## (111 observations deleted due to missingness)
## Multiple R-squared: 0.8246, Adjusted R-squared: 0.8192
## F-statistic: 153.7 on 40 and 1308 DF, p-value: < 2.2e-16
#table(train$Street)
Predicció de preus de cases
#newHousePrice <- data.frame()
newHouse <- data.frame( FullBath = 2, YearBuilt = 2003, Neighborhood = "CollgCr",
KitchenQual = "Gd", OverallQual = 7, GarageFinish="RFn",
GrLivArea=1710, ExterQual ="Gd",BsmtQual="Gd", TotalBsmtSF=856)
predict(lmSalePrice4, newHouse)
## 1
## 206370
Aquesta new house passada al model existeix en el sistema amb el valor:208500
head(subset(train, select = c(FullBath,YearBuilt,Neighborhood,KitchenQual
,OverallQual,GarageFinish,GrLivArea,ExterQual,BsmtQual,TotalBsmtSF,SalePrice) ),1)
## FullBath YearBuilt Neighborhood KitchenQual OverallQual GarageFinish
## 1 2 2003 CollgCr Gd 7 RFn
## GrLivArea ExterQual BsmtQual TotalBsmtSF SalePrice
## 1 1710 Gd Gd 856 208500
Predicció del dataset de test usant el model de regressió lineal. Per Id es prediu el preu de venda. Això és també el repte demanat a Kaggle.
predictHousePrice<- predict(lmSalePrice4, test)
#output <- cbind(testdata, prediction)
output <- cbind(test, predictHousePrice)
output
## Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape
## 1 1461 20 RH 80 11622 Pave <NA> Reg
## 2 1462 20 RL 81 14267 Pave <NA> IR1
## 3 1463 60 RL 74 13830 Pave <NA> IR1
## 4 1464 60 RL 78 9978 Pave <NA> IR1
## 5 1465 120 RL 43 5005 Pave <NA> IR1
## 6 1466 60 RL 75 10000 Pave <NA> IR1
## 7 1467 20 RL NA 7980 Pave <NA> IR1
## 8 1468 60 RL 63 8402 Pave <NA> IR1
## 9 1469 20 RL 85 10176 Pave <NA> Reg
## 10 1470 20 RL 70 8400 Pave <NA> Reg
## 11 1471 120 RH 26 5858 Pave <NA> IR1
## 12 1472 160 RM 21 1680 Pave <NA> Reg
## 13 1473 160 RM 21 1680 Pave <NA> Reg
## 14 1474 160 RL 24 2280 Pave <NA> Reg
## 15 1475 120 RL 24 2280 Pave <NA> Reg
## 16 1476 60 RL 102 12858 Pave <NA> IR1
## 17 1477 20 RL 94 12883 Pave <NA> IR1
## 18 1478 20 RL 90 11520 Pave <NA> Reg
## 19 1479 20 RL 79 14122 Pave <NA> IR1
## 20 1480 20 RL 110 14300 Pave <NA> Reg
## 21 1481 60 RL 105 13650 Pave <NA> Reg
## 22 1482 120 RL 41 7132 Pave <NA> IR1
## 23 1483 20 RL 100 18494 Pave <NA> IR1
## 24 1484 120 RL 43 3203 Pave <NA> Reg
## 25 1485 80 RL 67 13300 Pave <NA> IR1
## 26 1486 60 RL 63 8577 Pave <NA> IR1
## 27 1487 60 RL 60 17433 Pave <NA> IR2
## 28 1488 20 RL 73 8987 Pave <NA> Reg
## 29 1489 20 FV 92 9215 Pave <NA> Reg
## 30 1490 20 FV 84 10440 Pave <NA> Reg
## 31 1491 60 RL 70 11920 Pave <NA> Reg
## 32 1492 30 RH 70 9800 Pave <NA> Reg
## 33 1493 20 RL 39 15410 Pave <NA> IR1
## 34 1494 60 RL 85 13143 Pave <NA> IR1
## 35 1495 60 RL 88 11134 Pave <NA> Reg
## 36 1496 120 FV 25 4835 Pave <NA> IR1
## 37 1497 160 FV 39 3515 Pave Pave Reg
## 38 1498 160 FV 30 3215 Pave Pave Reg
## 39 1499 160 FV 24 2544 Pave Pave Reg
## 40 1500 160 FV 24 2544 Pave Pave Reg
## 41 1501 160 FV NA 2980 Pave <NA> Reg
## 42 1502 160 FV NA 2403 Pave <NA> IR1
## 43 1503 20 FV 57 12853 Pave Pave IR1
## 44 1504 60 FV 68 7379 Pave <NA> IR1
## 45 1505 20 FV 80 8000 Pave <NA> Reg
## 46 1506 20 RL NA 10456 Pave <NA> IR1
## 47 1507 60 RL 80 10791 Pave <NA> Reg
## 48 1508 50 RL NA 18837 Pave <NA> IR1
## 49 1509 60 RL 80 9600 Pave <NA> Reg
## 50 1510 20 RL 80 9600 Pave <NA> Reg
## 51 1511 20 RL 90 9900 Pave <NA> Reg
## 52 1512 20 RL 88 9680 Pave <NA> Reg
## 53 1513 80 RL NA 10600 Pave Pave IR1
## 54 1514 90 RL 98 13260 Pave <NA> IR1
## 55 1515 50 RL 68 9724 Pave <NA> Reg
## 56 1516 50 RL 120 17360 Pave <NA> Reg
## 57 1517 85 RL 75 11380 Pave <NA> IR1
## 58 1518 90 RL 70 8267 Pave <NA> Reg
## 59 1519 20 RL 70 8197 Pave <NA> Reg
## 60 1520 20 RL NA 8050 Pave <NA> IR1
## 61 1521 20 RL 87 10725 Pave <NA> IR1
## 62 1522 20 RL 80 10032 Pave <NA> Reg
## 63 1523 50 RL 60 8382 Pave <NA> Reg
## 64 1524 20 RL 60 10950 Pave <NA> Reg
## 65 1525 20 RL 119 10895 Pave <NA> Reg
## 66 1526 190 RL 70 13587 Pave <NA> Reg
## 67 1527 30 RL 65 7898 Pave <NA> Reg
## 68 1528 50 RL 60 8064 Pave <NA> Reg
## 69 1529 20 RL 81 7635 Pave <NA> IR1
## 70 1530 20 RL 80 9760 Pave <NA> Reg
## 71 1531 50 RM 60 4800 Pave <NA> Reg
## 72 1532 30 RM 56 4485 Pave Grvl Reg
## 73 1533 20 RM 69 5805 Pave Grvl Reg
## 74 1534 45 RM 50 6900 Pave <NA> Reg
## 75 1535 50 RM 69 11851 Pave <NA> Reg
## 76 1536 50 RM NA 8239 Pave <NA> Reg
## 77 1537 30 RM 68 9656 Pave <NA> Reg
## 78 1538 70 RM 60 9600 Pave Grvl Reg
## 79 1539 70 RM 50 9000 Pave Grvl Reg
## 80 1540 190 RM 100 9045 Pave <NA> Reg
## 81 1541 70 RM 60 10560 Pave <NA> Reg
## 82 1542 50 RM 53 5830 Pave <NA> Reg
## 83 1543 75 RL NA 7793 Pave <NA> IR1
## 84 1544 30 RM 50 5000 Pave <NA> Reg
## 85 1545 50 RM 50 6000 Pave <NA> Reg
## 86 1546 50 RM 50 6000 Pave <NA> Reg
## 87 1547 50 RM 53 6360 Pave <NA> Reg
## 88 1548 50 RM 50 6000 Pave <NA> Reg
## 89 1549 50 RM 52 6240 Pave <NA> Reg
## 90 1550 50 RM 52 6240 Pave <NA> Reg
## 91 1551 30 RM 51 6120 Pave <NA> Reg
## 92 1552 50 RM 57 8094 Pave Grvl Reg
## 93 1553 70 RM 60 12900 Pave Grvl Reg
## 94 1554 70 RM 52 3068 Pave Grvl Reg
## 95 1555 20 RL 100 15263 Pave <NA> IR1
## 96 1556 50 RL 72 10632 Pave <NA> IR1
## 97 1557 190 RL 60 9900 Pave <NA> Reg
## 98 1558 50 RL 65 6001 Pave <NA> IR1
## 99 1559 70 C (all) NA 6449 Pave <NA> IR1
## 100 1560 190 RH 60 6048 Pave <NA> Reg
## 101 1561 90 RL 72 10773 Pave <NA> Reg
## 102 1562 20 RL 65 7800 Pave <NA> Reg
## 103 1563 20 RL 65 7832 Pave <NA> Reg
## 104 1564 90 RL NA 7424 Pave <NA> IR1
## 105 1565 60 RL 86 11227 Pave <NA> Reg
## 106 1566 20 RL NA 20062 Pave <NA> IR1
## 107 1567 30 RL 94 9259 Pave <NA> Reg
## 108 1568 60 RL NA 17082 Pave <NA> IR1
## 109 1569 50 RL 124 18600 Pave <NA> Reg
## 110 1570 20 RL 65 11479 Pave <NA> Reg
## 111 1571 50 RL 50 9350 Pave <NA> Reg
## 112 1572 20 RL 75 9525 Pave <NA> Reg
## 113 1573 20 RL 44 17485 Pave <NA> IR2
## 114 1574 20 RL NA 11200 Pave <NA> IR1
## 115 1575 20 RL 83 11980 Pave <NA> Reg
## 116 1576 60 RL 87 12361 Pave <NA> IR1
## 117 1577 20 RL 64 7360 Pave <NA> Reg
## 118 1578 50 RL 82 14235 Pave <NA> IR1
## 119 1579 85 RL 82 11105 Pave <NA> Reg
## 120 1580 60 RL NA 9337 Pave <NA> IR1
## 121 1581 20 RL 38 15240 Pave <NA> IR1
## 122 1582 20 RL 68 7480 Pave <NA> Reg
## 123 1583 20 RL 80 10389 Pave <NA> Reg
## 124 1584 60 RL 75 9375 Pave <NA> Reg
## 125 1585 120 RM NA 4435 Pave <NA> Reg
## 126 1586 30 RL 67 8777 Pave <NA> Reg
## 127 1587 20 RL 68 8842 Pave <NA> Reg
## 128 1588 20 RL 60 10044 Pave <NA> IR1
## 129 1589 50 RL 89 11792 Pave <NA> Reg
## 130 1590 80 RL 65 6305 Pave <NA> Reg
## 131 1591 20 RL 64 6410 Pave <NA> Reg
## 132 1592 30 RL 67 4853 Pave <NA> Reg
## 133 1593 30 RL NA 7890 Pave <NA> Reg
## 134 1594 90 RH 60 7200 Pave Pave Reg
## 135 1595 50 RL 51 9839 Pave <NA> Reg
## 136 1596 50 RL 78 10452 Pave <NA> IR1
## 137 1597 90 RL 78 15600 Pave <NA> Reg
## 138 1598 80 RL 85 19645 Pave <NA> IR1
## 139 1599 120 RM 35 3907 Pave <NA> IR1
## 140 1600 120 RM 35 3907 Pave <NA> IR1
## 141 1601 30 RM 58 8154 Pave <NA> Reg
## 142 1602 50 RM 50 9140 Pave <NA> Reg
## 143 1603 30 C (all) 66 8712 Grvl <NA> Reg
## 144 1604 120 RM 44 3811 Pave <NA> IR1
## 145 1605 60 RL 85 11050 Pave <NA> Reg
## 146 1606 80 RL 74 9620 Pave <NA> Reg
## 147 1607 90 RL NA 12760 Pave <NA> IR1
## 148 1608 20 RL 88 11896 Pave <NA> IR1
## 149 1609 20 RL 73 9803 Pave <NA> Reg
## 150 1610 60 RL 73 9802 Pave <NA> Reg
## 151 1611 20 RL 85 15300 Pave <NA> Reg
## 152 1612 20 RL 93 10114 Pave <NA> Reg
## 153 1613 20 RL NA 11875 Pave <NA> Reg
## 154 1614 120 RM 31 2394 Pave <NA> Reg
## 155 1615 160 RM 21 1476 Pave <NA> Reg
## 156 1616 160 RM 21 1900 Pave <NA> Reg
## 157 1617 160 RM 21 1890 Pave <NA> Reg
## 158 1618 20 RL 50 6953 Pave <NA> Reg
## 159 1619 20 RL 76 12887 Pave <NA> Reg
## 160 1620 90 RL 70 7700 Pave <NA> Reg
## 161 1621 60 RL 63 10475 Pave <NA> Reg
## 162 1622 50 RL 68 10544 Pave <NA> IR1
## 163 1623 20 RL 76 9892 Pave <NA> Reg
## 164 1624 60 RL 74 12961 Pave <NA> Reg
## 165 1625 20 RL 74 13008 Pave <NA> IR1
## 166 1626 20 RL 85 10200 Pave <NA> Reg
## 167 1627 60 RL 88 10179 Pave <NA> IR1
## 168 1628 60 RL NA 11792 Pave <NA> IR1
## 169 1629 80 RL 60 8400 Pave <NA> Reg
## 170 1630 120 RL 28 7296 Pave <NA> IR1
## 171 1631 120 RL 61 7380 Pave <NA> IR1
## 172 1632 120 RL 57 8013 Pave <NA> IR1
## 173 1633 80 RL 57 8923 Pave <NA> IR1
## 174 1634 60 RL 60 7500 Pave <NA> Reg
## 175 1635 60 RL NA 8803 Pave <NA> IR1
## 176 1636 20 RL 58 7250 Pave <NA> Reg
## 177 1637 60 RL 85 11900 Pave <NA> Reg
## 178 1638 60 RL NA 13250 Pave <NA> IR1
## 179 1639 20 RL 80 10928 Pave <NA> Reg
## 180 1640 60 RL NA 12388 Pave <NA> IR1
## 181 1641 20 RL 80 11088 Pave <NA> Reg
## 182 1642 60 FV 70 7000 Pave <NA> Reg
## 183 1643 60 FV NA 7500 Pave <NA> Reg
## 184 1644 60 FV NA 8470 Pave <NA> Reg
## 185 1645 20 RL NA 9373 Pave <NA> IR1
## 186 1646 20 RL 78 10140 Pave <NA> Reg
## 187 1647 20 RL 85 11050 Pave <NA> IR1
## 188 1648 20 RL NA 7830 Pave <NA> IR1
## 189 1649 20 RL NA 8510 Pave <NA> IR1
## 190 1650 20 RL 60 7038 Pave <NA> Reg
## 191 1651 20 RL 60 9000 Pave <NA> Reg
## 192 1652 160 RM 21 1680 Pave <NA> Reg
## 193 1653 160 RM 21 1680 Pave <NA> Reg
## 194 1654 160 RL 24 2308 Pave <NA> Reg
## 195 1655 120 RL 24 2280 Pave <NA> Reg
## 196 1656 160 RL 24 2349 Pave <NA> Reg
## 197 1657 160 RL 24 2364 Pave <NA> Reg
## 198 1658 160 RL 24 2364 Pave <NA> Reg
## 199 1659 120 RL 24 2104 Pave <NA> Reg
## 200 1660 20 RL NA 10710 Pave <NA> Reg
## 201 1661 60 RL 110 14257 Pave <NA> Reg
## 202 1662 60 RL 95 12350 Pave <NA> Reg
## 203 1663 20 RL 95 12350 Pave <NA> Reg
## 204 1664 20 RL 105 13693 Pave <NA> Reg
## 205 1665 20 RL 95 11578 Pave <NA> Reg
## 206 1666 20 RL 129 16870 Pave <NA> IR1
## 207 1667 60 RL 59 23303 Pave <NA> IR3
## 208 1668 20 RL 87 10367 Pave <NA> IR1
## 209 1669 20 RL 77 10872 Pave <NA> IR1
## 210 1670 20 RL 102 13514 Pave <NA> IR1
## 211 1671 20 RL 90 12878 Pave <NA> IR1
## 212 1672 20 RL 110 15274 Pave <NA> IR1
## 213 1673 60 RL 96 13262 Pave <NA> IR1
## 214 1674 20 RL 70 9658 Pave <NA> IR1
## 215 1675 120 RL 47 6904 Pave <NA> IR1
## 216 1676 120 RL 34 5122 Pave <NA> IR1
## 217 1677 120 RL 80 10307 Pave <NA> IR1
## 218 1678 20 RL 100 14836 Pave <NA> IR1
## 219 1679 20 RL 117 15262 Pave <NA> IR1
## 220 1680 120 RL 44 7390 Pave <NA> IR1
## 221 1681 120 RL 48 6472 Pave <NA> Reg
## 222 1682 20 RL 129 16770 Pave <NA> Reg
## 223 1683 120 RL 48 3480 Pave <NA> Reg
## 224 1684 60 RL 63 10928 Pave <NA> Reg
## 225 1685 60 RL 57 8918 Pave <NA> IR1
## 226 1686 120 RL 43 3182 Pave <NA> Reg
## 227 1687 80 RL 59 9434 Pave <NA> IR1
## 228 1688 60 RL 62 7984 Pave <NA> IR1
## 229 1689 60 RL 61 10125 Pave <NA> IR1
## 230 1690 60 RL NA 8965 Pave <NA> IR1
## 231 1691 60 RL NA 8174 Pave <NA> IR1
## 232 1692 60 RL NA 12891 Pave <NA> IR1
## 233 1693 80 RL 61 9734 Pave <NA> IR1
## 234 1694 60 RL 42 8433 Pave <NA> IR1
## 235 1695 80 RL 62 7750 Pave <NA> Reg
## 236 1696 60 RL NA 15896 Pave <NA> IR2
## 237 1697 80 RL 64 7848 Pave <NA> IR1
## 238 1698 60 RL 106 12720 Pave <NA> Reg
## 239 1699 20 RL NA 10750 Pave <NA> IR1
## 240 1700 60 RL 79 9085 Pave <NA> Reg
## 241 1701 60 RL NA 11692 Pave <NA> IR1
## 242 1702 20 RL 86 11194 Pave <NA> IR1
## 243 1703 20 RL 78 10206 Pave <NA> Reg
## 244 1704 20 RL 85 10130 Pave <NA> Reg
## 245 1705 20 RL 76 9139 Pave <NA> IR1
## 246 1706 20 RL 85 11128 Pave <NA> Reg
## 247 1707 20 FV 90 7993 Pave <NA> IR1
## 248 1708 20 FV 72 8640 Pave <NA> Reg
## 249 1709 20 FV 112 12606 Pave <NA> IR1
## 250 1710 20 FV 75 7500 Pave <NA> Reg
## 251 1711 60 FV 84 10603 Pave <NA> Reg
## 252 1712 20 FV 65 8125 Pave <NA> Reg
## 253 1713 20 FV 85 10625 Pave <NA> Reg
## 254 1714 20 FV 68 8736 Pave <NA> IR1
## 255 1715 60 FV 65 8127 Pave <NA> IR1
## 256 1716 20 RL 80 9605 Pave <NA> Reg
## 257 1717 20 RL 63 7500 Pave <NA> Reg
## 258 1718 20 RL 63 7500 Pave <NA> Reg
## 259 1719 60 RL 96 10628 Pave <NA> IR1
## 260 1720 20 RL 76 10141 Pave <NA> IR1
## 261 1721 20 RL 63 13072 Pave <NA> Reg
## 262 1722 20 RL 63 13072 Pave <NA> Reg
## 263 1723 20 RL 60 12450 Pave <NA> Reg
## 264 1724 20 RL 61 7328 Pave <NA> Reg
## 265 1725 60 RL 43 11492 Pave <NA> IR1
## 266 1726 60 RL 70 7703 Pave <NA> Reg
## 267 1727 120 RL 50 7175 Pave <NA> Reg
## 268 1728 60 RL 70 9109 Pave <NA> Reg
## 269 1729 60 RL NA 10274 Pave <NA> IR1
## 270 1730 90 RL 75 8250 Pave <NA> Reg
## 271 1731 20 RL 63 9750 Pave <NA> IR1
## 272 1732 20 RL NA 8499 Pave <NA> IR1
## 273 1733 20 RL NA 9079 Pave <NA> IR1
## 274 1734 20 RL NA 9316 Pave <NA> IR1
## 275 1735 20 RL NA 7791 Pave <NA> IR1
## 276 1736 20 RL 65 7150 Pave <NA> Reg
## 277 1737 20 RL NA 15676 Pave <NA> IR1
## 278 1738 60 RL NA 11949 Pave <NA> Reg
## 279 1739 160 FV 32 2880 Pave Pave Reg
## 280 1740 120 FV NA 3830 Pave Pave IR1
## 281 1741 120 FV NA 4217 Pave Pave IR1
## 282 1742 160 FV 34 2998 Pave <NA> Reg
## 283 1743 160 FV 35 3768 Pave <NA> Reg
## 284 1744 20 RL NA 14694 Pave <NA> IR1
## 285 1745 20 RL 110 15417 Pave <NA> Reg
## 286 1746 80 RL 80 9600 Pave <NA> Reg
## 287 1747 60 RL NA 12732 Pave <NA> IR1
## 288 1748 60 RL 80 10400 Pave <NA> Reg
## 289 1749 20 RL 80 9600 Pave <NA> Reg
## 290 1750 20 RL 75 9000 Pave <NA> Reg
## 291 1751 60 RL NA 13774 Pave <NA> IR1
## 292 1752 20 RL 62 7130 Pave <NA> Reg
## 293 1753 20 RL 80 9600 Pave <NA> Reg
## 294 1754 60 RL 80 9600 Pave <NA> Reg
## 295 1755 85 RL NA 16500 Pave <NA> Reg
## 296 1756 20 RL 60 7436 Pave <NA> Reg
## 297 1757 20 RL 65 8125 Pave <NA> Reg
## 298 1758 20 RL NA 9450 Pave <NA> IR1
## 299 1759 20 RL NA 13495 Pave <NA> IR1
## 300 1760 20 RL 85 9350 Pave <NA> Reg
## 301 1761 20 RL 115 10500 Pave <NA> IR1
## 302 1762 60 RL NA 8970 Pave <NA> IR1
## 303 1763 80 RL 85 11475 Pave <NA> Reg
## 304 1764 20 RL 68 9768 Pave <NA> Reg
## 305 1765 20 RL 90 9900 Pave <NA> Reg
## 306 1766 20 RL 92 10573 Pave <NA> IR1
## 307 1767 20 RL 80 14695 Pave <NA> IR1
## 308 1768 20 RL 73 8760 Pave <NA> Reg
## 309 1769 20 RL NA 12285 Pave <NA> IR1
## 310 1770 20 RL 66 9240 Pave <NA> IR1
## 311 1771 20 RL 70 8750 Pave <NA> Reg
## 312 1772 20 RL 70 8750 Pave <NA> Reg
## 313 1773 20 RL 80 10400 Pave <NA> Reg
## 314 1774 90 RL 76 9482 Pave <NA> Reg
## 315 1775 20 RL 53 8128 Pave <NA> IR1
## 316 1776 20 RL 67 13070 Pave <NA> Reg
## 317 1777 30 RL 80 8480 Pave <NA> Reg
## 318 1778 20 RL 60 7626 Pave <NA> Reg
## 319 1779 20 RL 75 9533 Pave <NA> Reg
## 320 1780 60 RL 78 11419 Pave <NA> Reg
## 321 1781 20 RL 60 9600 Pave <NA> Reg
## 322 1782 20 RL 53 5470 Pave <NA> Reg
## 323 1783 60 RL 60 10800 Pave <NA> Reg
## 324 1784 70 RL 80 8146 Pave <NA> Reg
## 325 1785 30 RL 60 10230 Pave Grvl Reg
## 326 1786 50 RL 60 10410 Pave Grvl Reg
## 327 1787 70 RL 60 7200 Pave <NA> Reg
## 328 1788 30 RL 90 5400 Pave <NA> Reg
## 329 1789 30 RL 60 10800 Pave Grvl Reg
## 330 1790 30 RL 60 10800 Pave Grvl Reg
## 331 1791 90 RL 81 9671 Pave <NA> Reg
## 332 1792 20 RL 83 10143 Pave <NA> Reg
## 333 1793 20 RL 77 11500 Pave <NA> IR1
## 334 1794 20 RL 62 8010 Pave <NA> Reg
## 335 1795 20 RL 90 10454 Pave <NA> IR1
## 336 1796 20 RL 80 9000 Pave <NA> IR1
## 337 1797 50 RL 60 8064 Pave <NA> Reg
## 338 1798 20 RL 71 7350 Pave <NA> Reg
## 339 1799 20 RL 60 7200 Pave <NA> Reg
## 340 1800 80 RL 80 8000 Pave <NA> Reg
## 341 1801 50 RL 60 10800 Pave <NA> Reg
## 342 1802 50 RL 60 8064 Pave <NA> Reg
## 343 1803 60 RL 76 7570 Pave <NA> Reg
## 344 1804 90 RL 75 8604 Pave <NA> IR1
## 345 1805 20 RL 80 7936 Pave <NA> Reg
## 346 1806 50 RM 68 4080 Pave Grvl Reg
## 347 1807 90 RM 57 10307 Pave Grvl Reg
## 348 1808 50 RM 90 15660 Pave <NA> Reg
## 349 1809 70 RM 90 9900 Pave <NA> Reg
## 350 1810 70 RM 57 6406 Pave Grvl Reg
## 351 1811 190 RM 63 7627 Pave <NA> Reg
## 352 1812 50 RM 56 10134 Pave Grvl Reg
## 353 1813 50 RM 50 6000 Pave <NA> Reg
## 354 1814 30 RM 62 7404 Pave <NA> Reg
## 355 1815 30 RM 50 5925 Pave <NA> Reg
## 356 1816 30 RM 60 8520 Pave <NA> Reg
## 357 1817 70 RM 60 9600 Pave <NA> Reg
## 358 1818 70 RM 70 8400 Pave <NA> Reg
## 359 1819 70 RM 60 3600 Pave Grvl Reg
## 360 1820 30 C (all) NA 3300 Pave <NA> Reg
## 361 1821 50 RM 60 5400 Pave <NA> Reg
## 362 1822 70 RM 60 9720 Pave Grvl Reg
## 363 1823 30 C (all) 72 9392 Pave <NA> Reg
## 364 1824 30 RL NA 6615 Pave <NA> Reg
## 365 1825 70 RL 50 4960 Pave <NA> Reg
## 366 1826 50 RM 60 6000 Pave <NA> Reg
## 367 1827 30 RM 51 6120 Pave <NA> Reg
## 368 1828 50 RM 51 6120 Pave <NA> Reg
## 369 1829 30 RM 50 8635 Pave <NA> Reg
## 370 1830 70 RM 57 8094 Pave Grvl Reg
## 371 1831 70 RM 68 9928 Pave Grvl Reg
## 372 1832 90 RM 50 3000 Pave Grvl Reg
## 373 1833 70 RM 57 6876 Pave <NA> Reg
## 374 1834 70 RM NA 5775 Pave <NA> IR2
## 375 1835 190 RM 41 5852 Pave <NA> IR3
## 376 1836 50 RM 60 5160 Pave <NA> Reg
## 377 1837 85 RM 86 5160 Pave Grvl Reg
## 378 1838 190 RM 60 10320 Pave Grvl Reg
## 379 1839 20 RL 50 4280 Pave <NA> IR1
## 380 1840 90 RL 60 10800 Pave <NA> Reg
## 381 1841 90 RL NA 10547 Pave <NA> IR1
## 382 1842 50 RL 60 9780 Pave <NA> Reg
## 383 1843 20 RL 75 11625 Pave <NA> Reg
## 384 1844 85 RL NA 8014 Pave <NA> IR1
## 385 1845 80 RL 88 15400 Pave <NA> Reg
## 386 1846 80 RL 88 15312 Pave <NA> Reg
## 387 1847 80 RL NA 15584 Pave <NA> Reg
## 388 1848 20 RL NA 9000 Pave <NA> Reg
## 389 1849 20 RL NA 15635 Pave <NA> IR1
## 390 1850 20 RL 68 9571 Pave <NA> Reg
## 391 1851 60 RL 50 9350 Pave <NA> Reg
## 392 1852 20 RL 62 7440 Pave <NA> Reg
## 393 1853 120 RL 42 4235 Pave <NA> Reg
## 394 1854 80 RL 74 10778 Pave <NA> IR1
## 395 1855 80 RL 66 19255 Pave <NA> IR1
## 396 1856 60 RL 85 10560 Pave <NA> Reg
## 397 1857 70 RL 120 26400 Pave <NA> Reg
## 398 1858 90 RL 64 7018 Pave <NA> Reg
## 399 1859 90 RL 64 7018 Pave <NA> Reg
## 400 1860 90 RL 64 7040 Pave <NA> Reg
## 401 1861 90 RL 64 7007 Pave <NA> Reg
## 402 1862 90 RL NA 11855 Pave <NA> Reg
## 403 1863 90 RL NA 7939 Pave <NA> Reg
## 404 1864 90 RL NA 7976 Pave <NA> Reg
## 405 1865 20 RL 84 10933 Pave <NA> Reg
## 406 1866 20 RL 65 10816 Pave <NA> IR1
## 407 1867 20 RL 71 9178 Pave <NA> Reg
## 408 1868 20 RL 77 11422 Pave <NA> IR1
## 409 1869 20 RL 64 6762 Pave <NA> Reg
## 410 1870 20 RL 95 10324 Pave <NA> IR1
## 411 1871 20 RL 78 11645 Pave <NA> Reg
## 412 1872 60 RL 79 11646 Pave <NA> IR1
## 413 1873 60 RL NA 16698 Pave <NA> IR1
## 414 1874 20 RL 65 9757 Pave <NA> Reg
## 415 1875 20 RL 65 14753 Pave <NA> IR2
## 416 1876 60 RL 70 8750 Pave <NA> Reg
## 417 1877 20 RL 65 10739 Pave <NA> IR1
## 418 1878 20 RL 75 11166 Pave <NA> Reg
## 419 1879 20 RL NA 16269 Pave <NA> IR1
## 420 1880 20 RL 76 6950 Pave <NA> IR1
## 421 1881 20 RL 90 11664 Pave <NA> Reg
## 422 1882 60 RL NA 12334 Pave <NA> IR1
## 423 1883 60 RL 70 8749 Pave <NA> Reg
## 424 1884 60 RL NA 11250 Pave <NA> Reg
## 425 1885 20 RL 90 15750 Pave <NA> Reg
## 426 1886 20 RL NA 12782 Pave <NA> Reg
## 427 1887 20 RL 70 8750 Pave <NA> Reg
## 428 1888 20 RL 85 10200 Pave <NA> Reg
## 429 1889 60 RL 85 11069 Pave <NA> Reg
## 430 1890 20 RL 80 10682 Pave <NA> Reg
## 431 1891 180 RM 35 3675 Pave <NA> Reg
## 432 1892 20 RL 64 6410 Pave <NA> Reg
## 433 1893 20 RL 70 11767 Pave <NA> Reg
## 434 1894 90 RL 65 10926 Pave <NA> Reg
## 435 1895 20 RL 70 11767 Pave <NA> Reg
## 436 1896 50 RL 45 8212 Pave Grvl Reg
## 437 1897 50 RH 70 6300 Pave Pave Reg
## 438 1898 70 RL 43 5707 Pave <NA> Reg
## 439 1899 30 RL 64 8574 Pave <NA> Reg
## 440 1900 70 RL 53 7155 Pave <NA> Reg
## 441 1901 50 RL 60 13680 Pave <NA> Reg
## 442 1902 20 RL 80 14680 Pave Grvl IR1
## 443 1903 90 RL NA 8145 Pave <NA> IR1
## 444 1904 20 RL 70 9100 Pave <NA> Reg
## 445 1905 20 RL 90 13339 Pave <NA> IR1
## 446 1906 50 RL 78 15600 Pave <NA> Reg
## 447 1907 20 RL 100 17500 Pave <NA> Reg
## 448 1908 160 RM 24 1733 Pave <NA> Reg
## 449 1909 160 RM 24 1488 Pave <NA> Reg
## 450 1910 160 RM 24 1612 Pave <NA> Reg
## 451 1911 80 RL NA 13607 Pave <NA> IR1
## 452 1912 20 RL NA 17597 Pave <NA> Reg
## 453 1913 70 RM 50 8660 Pave <NA> Reg
## 454 1914 30 C (all) 60 10200 Pave Grvl Reg
## 455 1915 120 RM 44 3843 Pave <NA> IR1
## 456 1916 30 <NA> 109 21780 Grvl <NA> Reg
## 457 1917 60 RL 75 10125 Pave <NA> Reg
## 458 1918 85 RL 75 9750 Pave <NA> Reg
## 459 1919 85 RL 72 9360 Pave <NA> Reg
## 460 1920 20 RL 82 11070 Pave <NA> Reg
## 461 1921 20 RL 113 13438 Pave <NA> IR1
## 462 1922 20 RL 79 14463 Pave <NA> IR1
## 463 1923 60 RL NA 9839 Pave <NA> IR1
## 464 1924 80 RL 125 14419 Pave <NA> IR1
## 465 1925 60 RL 75 9157 Pave <NA> IR1
## 466 1926 20 RL 85 12633 Pave <NA> IR1
## 467 1927 20 RL 75 12518 Pave <NA> IR1
## 468 1928 20 RL 83 13383 Pave <NA> IR1
## 469 1929 85 RL 50 7689 Pave <NA> IR1
## 470 1930 80 RL 62 7706 Pave <NA> Reg
## 471 1931 85 RL 70 7669 Pave <NA> Reg
## 472 1932 60 RL 62 10429 Pave <NA> Reg
## 473 1933 60 RL 70 10457 Pave <NA> IR1
## 474 1934 60 RL 72 8702 Pave <NA> IR1
## 475 1935 60 RL 65 8139 Pave <NA> Reg
## 476 1936 60 RL 59 9535 Pave <NA> IR1
## 477 1937 60 RL NA 15038 Pave <NA> IR2
## 478 1938 20 RL 53 14137 Pave <NA> IR1
## 479 1939 120 RL 45 6264 Pave <NA> IR1
## 480 1940 120 RL 39 5070 Pave <NA> IR1
## 481 1941 60 RL 73 11184 Pave <NA> IR1
## 482 1942 60 RL NA 14067 Pave <NA> Reg
## 483 1943 120 RL 65 5950 Pave <NA> IR1
## 484 1944 60 RL 101 13543 Pave <NA> IR1
## 485 1945 20 RL 53 15401 Pave <NA> IR1
## 486 1946 20 RL NA 31220 Pave <NA> IR1
## 487 1947 120 RL 60 8118 Pave <NA> Reg
## 488 1948 20 RL NA 47280 Pave <NA> IR1
## 489 1949 20 RL 63 12680 Pave <NA> IR1
## 490 1950 20 RL NA 10825 Pave <NA> IR1
## 491 1951 20 RL 56 18559 Pave <NA> IR1
## 492 1952 20 RL 85 14450 Pave <NA> Reg
## 493 1953 20 RL 90 13068 Pave <NA> Reg
## 494 1954 60 RL 80 10400 Pave <NA> Reg
## 495 1955 60 RL 75 9743 Pave <NA> Reg
## 496 1956 60 RL NA 12511 Pave <NA> IR1
## 497 1957 20 RL 80 10400 Pave <NA> Reg
## 498 1958 60 RL NA 14311 Pave <NA> IR1
## 499 1959 90 RL 60 9000 Pave <NA> Reg
## 500 1960 20 RL 68 10295 Pave <NA> Reg
## 501 1961 20 RL 63 7560 Pave <NA> Reg
## 502 1962 160 RM 21 1680 Pave <NA> Reg
## 503 1963 160 RM 21 1890 Pave <NA> Reg
## 504 1964 160 RM 21 1680 Pave <NA> Reg
## 505 1965 160 RL 24 2308 Pave <NA> Reg
## 506 1966 120 RL 24 2529 Pave <NA> Reg
## 507 1967 20 RL 98 12704 Pave <NA> Reg
## 508 1968 20 RL 105 13693 Pave <NA> Reg
## 509 1969 20 RL 104 14418 Pave <NA> IR1
## 510 1970 60 RL 108 13418 Pave <NA> Reg
## 511 1971 60 RL 96 12539 Pave <NA> Reg
## 512 1972 60 RL 102 12151 Pave <NA> IR1
## 513 1973 60 RL 74 8899 Pave <NA> Reg
## 514 1974 60 RL 85 10574 Pave <NA> IR1
## 515 1975 20 RL 106 12720 Pave <NA> Reg
## 516 1976 20 RL 92 10845 Pave <NA> IR1
## 517 1977 60 RL 130 16900 Pave <NA> Reg
## 518 1978 60 RL 112 16451 Pave <NA> IR1
## 519 1979 120 RL 58 10110 Pave <NA> IR1
## 520 1980 120 RL 135 12304 Pave <NA> IR3
## 521 1981 120 RL 89 8232 Pave <NA> IR1
## 522 1982 120 RL 48 6240 Pave <NA> Reg
## 523 1983 120 RL 48 6240 Pave <NA> Reg
## 524 1984 160 RL 36 2448 Pave <NA> Reg
## 525 1985 120 RL NA 3940 Pave <NA> Reg
## 526 1986 120 RM NA 3940 Pave <NA> Reg
## 527 1987 20 RL 53 3710 Pave <NA> Reg
## 528 1988 60 RL 80 9024 Pave <NA> IR1
## 529 1989 60 RL NA 8010 Pave <NA> IR1
## 530 1990 60 RL NA 8396 Pave <NA> IR1
## 531 1991 120 RL 55 7301 Pave <NA> IR1
## 532 1992 60 RL 71 8220 Pave <NA> IR1
## 533 1993 60 RL NA 7750 Pave <NA> Reg
## 534 1994 60 RL 41 12460 Pave <NA> IR1
## 535 1995 60 RL 77 8390 Pave <NA> IR1
## 536 1996 75 RL 84 9660 Pave <NA> Reg
## 537 1997 60 RL NA 11000 Pave <NA> Reg
## 538 1998 20 RL 136 11675 Pave <NA> IR1
## 539 1999 60 RL 97 10990 Pave <NA> IR1
## 540 2000 60 RL NA 11929 Pave <NA> IR1
## 541 2001 60 RL 91 10010 Pave <NA> Reg
## 542 2002 20 RL 74 13253 Pave <NA> IR1
## 543 2003 60 RL 73 9801 Pave <NA> Reg
## 544 2004 60 RL 80 9428 Pave <NA> Reg
## 545 2005 20 RL 87 10037 Pave <NA> Reg
## 546 2006 20 FV 72 8640 Pave <NA> Reg
## 547 2007 20 FV 85 10625 Pave <NA> Reg
## 548 2008 20 FV 62 7500 Pave Pave Reg
## 549 2009 60 RL 68 10110 Pave <NA> Reg
## 550 2010 60 RL 67 12774 Pave <NA> Reg
## 551 2011 20 RL 63 13072 Pave <NA> Reg
## 552 2012 20 RL 81 9260 Pave <NA> Reg
## 553 2013 60 RL 65 8453 Pave <NA> IR1
## 554 2014 60 RL 50 8480 Pave <NA> IR1
## 555 2015 60 RL 43 14565 Pave <NA> IR2
## 556 2016 60 RL 65 8450 Pave <NA> Reg
## 557 2017 60 RL 75 8285 Pave <NA> Reg
## 558 2018 20 RL 70 9100 Pave <NA> Reg
## 559 2019 20 RL 75 8100 Pave <NA> Reg
## 560 2020 190 RL 65 8450 Pave <NA> Reg
## 561 2021 20 RL 60 6360 Pave <NA> Reg
## 562 2022 20 RL 95 19508 Pave <NA> Reg
## 563 2023 50 RL 70 10759 Pave <NA> Reg
## 564 2024 60 RL NA 9205 Pave <NA> IR1
## 565 2025 60 RL 105 11025 Pave <NA> Reg
## 566 2026 120 FV 37 3435 Pave Pave IR1
## 567 2027 160 FV 30 3180 Pave Pave Reg
## 568 2028 160 FV 30 3180 Pave Pave Reg
## 569 2029 160 FV 24 2280 Pave Pave Reg
## 570 2030 120 FV NA 4765 Pave <NA> IR1
## 571 2031 120 FV NA 4538 Pave <NA> IR1
## 572 2032 120 FV 42 4385 Pave <NA> IR1
## 573 2033 120 FV 35 4109 Pave <NA> IR1
## 574 2034 160 FV 24 2160 Pave Pave Reg
## 575 2035 60 FV 79 10646 Pave <NA> IR1
## 576 2036 160 FV 24 2645 Pave Pave Reg
## 577 2037 160 FV 24 2645 Pave Pave Reg
## 578 2038 160 FV 36 3951 Pave Pave IR1
## 579 2039 120 RL 22 11064 Pave <NA> IR2
## 580 2040 60 RL NA 24572 Pave <NA> IR1
## 581 2041 20 RL 103 16280 Pave <NA> Reg
## 582 2042 60 FV NA 7500 Pave <NA> Reg
## 583 2043 80 RL NA 11104 Pave <NA> IR1
## 584 2044 20 RL 85 11050 Pave <NA> Reg
## 585 2045 20 RL NA 15387 Pave <NA> IR1
## 586 2046 90 RL 75 9750 Pave <NA> Reg
## 587 2047 60 RL 73 8814 Pave <NA> Reg
## 588 2048 20 RL 65 8125 Pave <NA> Reg
## 589 2049 90 RL 72 11072 Pave <NA> IR1
## 590 2050 60 RL NA 13355 Pave <NA> IR1
## 591 2051 20 RL 74 7785 Pave <NA> IR1
## 592 2052 20 RL 90 9900 Pave <NA> Reg
## 593 2053 20 RL NA 11332 Pave <NA> IR1
## 594 2054 70 RL 50 4882 Pave <NA> IR1
## 595 2055 20 RL 80 9600 Pave <NA> Reg
## 596 2056 20 RL 80 9600 Pave <NA> Reg
## 597 2057 20 RL 63 7584 Pave <NA> Reg
## 598 2058 60 RL 90 14670 Pave <NA> Reg
## 599 2059 20 RL 74 8856 Pave <NA> Reg
## 600 2060 20 RL 82 9840 Pave <NA> Reg
## 601 2061 20 RL 90 13200 Pave <NA> IR1
## 602 2062 20 RL 75 10425 Pave <NA> Reg
## 603 2063 20 RL 60 11556 Pave <NA> Reg
## 604 2064 20 RL 102 9373 Pave <NA> IR1
## 605 2065 20 RL NA 12774 Pave <NA> Reg
## 606 2066 20 RL 95 14250 Pave <NA> Reg
## 607 2067 20 RL 71 8838 Pave <NA> Reg
## 608 2068 90 RL 76 12436 Pave <NA> Reg
## 609 2069 20 RL 60 10122 Pave <NA> Reg
## 610 2070 50 RL 45 7506 Pave <NA> Reg
## 611 2071 30 RL 60 5400 Pave <NA> Reg
## 612 2072 50 RL 60 10836 Pave Grvl Reg
## 613 2073 20 RL 78 10180 Pave <NA> IR1
## 614 2074 20 RL 76 11355 Pave <NA> IR1
## 615 2075 20 RL NA 12929 Pave <NA> IR1
## 616 2076 20 RL 60 7200 Pave <NA> Reg
## 617 2077 20 RL 80 8000 Pave <NA> Reg
## 618 2078 20 RL 80 8000 Pave <NA> Reg
## 619 2079 50 RL 60 8064 Pave <NA> Reg
## 620 2080 45 RL 64 6390 Pave <NA> Reg
## 621 2081 50 RL 60 7200 Pave <NA> Reg
## 622 2082 90 RL 113 8513 Pave <NA> Reg
## 623 2083 50 RL 60 7200 Pave <NA> Reg
## 624 2084 20 RL 60 7200 Pave <NA> Reg
## 625 2085 20 RL 69 7590 Pave <NA> Reg
## 626 2086 20 RM 56 9836 Pave Grvl Reg
## 627 2087 50 RM 57 9184 Pave Grvl Reg
## 628 2088 70 RM 80 4800 Pave Grvl Reg
## 629 2089 30 RM 60 4800 Pave <NA> Reg
## 630 2090 75 RM 60 6000 Pave <NA> Reg
## 631 2091 190 RM 63 11426 Pave Grvl Reg
## 632 2092 50 RM 63 7628 Pave <NA> Reg
## 633 2093 50 RM 81 7308 Pave <NA> Reg
## 634 2094 30 RM 60 5400 Pave <NA> Reg
## 635 2095 190 RM 60 10800 Pave Grvl Reg
## 636 2096 30 RM 60 6756 Pave <NA> Reg
## 637 2097 50 RM 44 5914 Pave Grvl Reg
## 638 2098 50 RM 75 9000 Pave <NA> Reg
## 639 2099 20 RM 62 7311 Pave <NA> Reg
## 640 2100 20 RM 103 12205 Pave <NA> Reg
## 641 2101 190 RM 69 9142 Pave <NA> Reg
## 642 2102 75 RM 53 5350 Pave <NA> Reg
## 643 2103 50 RM 69 9143 Pave Grvl Reg
## 644 2104 190 RM 60 9600 Pave Grvl Reg
## 645 2105 70 RM 60 6000 Pave Grvl Reg
## 646 2106 70 RM 60 11340 Pave <NA> Reg
## 647 2107 70 RM 60 10800 Pave <NA> Reg
## 648 2108 20 RM 65 9750 Pave <NA> Reg
## 649 2109 20 RM 52 8516 Pave <NA> Reg
## 650 2110 30 RL 55 7111 Pave <NA> IR1
## 651 2111 50 RM NA 7425 Pave <NA> IR1
## 652 2112 50 RL NA 7010 Pave <NA> Reg
## 653 2113 50 RM 50 5000 Pave <NA> Reg
## 654 2114 70 RM 59 5870 Pave <NA> Reg
## 655 2115 50 RM 50 6000 Pave <NA> Reg
## 656 2116 30 RM 50 6000 Pave <NA> Reg
## 657 2117 50 RM 50 6000 Pave <NA> Reg
## 658 2118 50 RM 50 6000 Pave <NA> Reg
## 659 2119 45 RM 50 5000 Pave <NA> Reg
## 660 2120 50 RM 60 5520 Pave <NA> IR1
## 661 2121 20 RM 99 5940 Pave <NA> IR1
## 662 2122 50 RM 52 6240 Pave <NA> Reg
## 663 2123 30 RM NA 6120 Pave <NA> Reg
## 664 2124 50 RM 52 6240 Pave <NA> Reg
## 665 2125 70 RM 51 6120 Pave <NA> Reg
## 666 2126 50 RL 60 9144 Pave Pave Reg
## 667 2127 60 RM 57 8094 Pave Grvl Reg
## 668 2128 50 RM 63 4347 Pave <NA> Reg
## 669 2129 30 RM NA 6291 Grvl <NA> IR1
## 670 2130 70 RM 60 10266 Pave <NA> Reg
## 671 2131 50 RM 60 6876 Pave <NA> Reg
## 672 2132 50 RM NA 10320 Pave Grvl Reg
## 673 2133 30 RM 60 7200 Pave <NA> Reg
## 674 2134 50 RM 62 7006 Pave <NA> Reg
## 675 2135 30 RM 60 10320 Pave <NA> Reg
## 676 2136 190 RM 60 10320 Pave Grvl Reg
## 677 2137 20 RL 82 9488 Pave <NA> Reg
## 678 2138 85 RL NA 11235 Pave <NA> Reg
## 679 2139 80 RL 80 13014 Pave <NA> Reg
## 680 2140 20 RL 68 10265 Pave <NA> IR1
## 681 2141 85 RL NA 7703 Pave <NA> IR1
## 682 2142 20 RL NA 9981 Pave <NA> IR1
## 683 2143 85 RL NA 7400 Pave <NA> IR1
## 684 2144 190 RL 60 12900 Pave <NA> Reg
## 685 2145 20 RL 94 9239 Pave <NA> Reg
## 686 2146 20 RL 88 14175 Pave <NA> Reg
## 687 2147 190 RL NA 10532 Pave <NA> Reg
## 688 2148 50 RL 63 8375 Pave <NA> Reg
## 689 2149 80 RL NA 10200 Pave <NA> Reg
## 690 2150 20 RL 82 20270 Pave <NA> IR1
## 691 2151 50 RL 50 5190 Pave <NA> Reg
## 692 2152 30 RL 85 19550 Pave <NA> Reg
## 693 2153 20 RL 68 9571 Pave <NA> Reg
## 694 2154 90 RL 50 9350 Pave <NA> Reg
## 695 2155 60 RL 50 9360 Pave <NA> Reg
## 696 2156 60 RL NA 9771 Pave <NA> IR3
## 697 2157 20 RL 80 9938 Pave <NA> Reg
## 698 2158 60 RL NA 14171 Pave <NA> IR2
## 699 2159 80 RL 85 10541 Pave <NA> IR1
## 700 2160 60 RL 65 10616 Pave <NA> IR1
## 701 2161 20 RL 65 9345 Pave <NA> IR1
## 702 2162 20 RL 91 11778 Pave <NA> Reg
## 703 2163 20 RL 91 11778 Pave <NA> Reg
## 704 2164 80 RL NA 11454 Pave <NA> IR2
## 705 2165 20 RL NA 11500 Pave <NA> IR1
## 706 2166 20 RL 65 9750 Pave <NA> Reg
## 707 2167 20 RL NA 8696 Pave <NA> IR1
## 708 2168 60 RL NA 13142 Pave <NA> IR1
## 709 2169 60 RL 68 8998 Pave <NA> IR1
## 710 2170 60 RL 75 12192 Pave <NA> IR1
## 711 2171 20 RL NA 12250 Pave <NA> IR1
## 712 2172 20 RL NA 9216 Pave <NA> IR1
## 713 2173 20 RL 40 14330 Pave <NA> IR1
## 714 2174 60 RL NA 10400 Pave <NA> Reg
## 715 2175 60 RL NA 9720 Pave <NA> IR1
## 716 2176 20 RL NA 14860 Pave <NA> IR2
## 717 2177 60 RL 41 10905 Pave <NA> IR2
## 718 2178 60 RL 96 11690 Pave <NA> IR1
## 719 2179 120 RM NA 4426 Pave <NA> Reg
## 720 2180 90 RM 83 10126 Pave <NA> Reg
## 721 2181 20 RL 75 9750 Pave <NA> Reg
## 722 2182 20 RL 85 11058 Pave <NA> Reg
## 723 2183 20 RL 74 9627 Pave <NA> Reg
## 724 2184 20 RL 75 9825 Pave <NA> Reg
## 725 2185 85 RL 64 12102 Pave <NA> Reg
## 726 2186 20 RL 65 6500 Pave <NA> Reg
## 727 2187 80 RL NA 9638 Pave <NA> IR1
## 728 2188 60 RL 72 7200 Pave <NA> Reg
## 729 2189 20 RL 123 47007 Pave <NA> IR1
## 730 2190 90 RL 65 6012 Pave <NA> Reg
## 731 2191 90 RL 74 6845 Pave <NA> Reg
## 732 2192 190 RL 56 6931 Pave <NA> Reg
## 733 2193 50 RL 60 12180 Pave <NA> Reg
## 734 2194 50 RL 57 8050 Pave <NA> Reg
## 735 2195 20 RL 68 9520 Pave <NA> Reg
## 736 2196 80 RL 62 7692 Pave <NA> Reg
## 737 2197 30 RL 67 5142 Pave <NA> Reg
## 738 2198 30 RL 60 7290 Pave <NA> Reg
## 739 2199 90 RL 64 7804 Pave <NA> Reg
## 740 2200 70 RL 66 8969 Pave <NA> Reg
## 741 2201 50 RL 63 15564 Pave <NA> Reg
## 742 2202 70 RL 54 7609 Pave <NA> Reg
## 743 2203 70 RL NA 9650 Pave <NA> IR1
## 744 2204 50 RL NA 11700 Pave Grvl IR1
## 745 2205 50 RL NA 9260 Pave Grvl IR1
## 746 2206 20 RL 79 7801 Pave <NA> IR1
## 747 2207 70 RL 100 9670 Pave <NA> IR1
## 748 2208 50 RL 70 12392 Pave <NA> Reg
## 749 2209 20 RL 56 26073 Pave <NA> IR1
## 750 2210 160 RM 24 1879 Pave <NA> Reg
## 751 2211 30 RM 50 7000 Pave <NA> Reg
## 752 2212 50 RM 60 6000 Pave <NA> Reg
## 753 2213 50 RM 58 8155 Pave <NA> Reg
## 754 2214 80 RM 75 6000 Pave <NA> Reg
## 755 2215 30 RM 60 7392 Pave <NA> Reg
## 756 2216 50 RM 75 9000 Pave <NA> Reg
## 757 2217 20 <NA> 80 14584 Pave <NA> Reg
## 758 2218 70 C (all) 60 5280 Pave <NA> Reg
## 759 2219 50 C (all) 52 5150 Pave <NA> Reg
## 760 2220 70 C (all) 60 9000 Grvl <NA> Reg
## 761 2221 120 RM 44 3843 Pave <NA> IR1
## 762 2222 120 RM 44 3811 Pave <NA> IR1
## 763 2223 20 RL NA 23730 Pave <NA> IR2
## 764 2224 60 RL NA 11050 Pave <NA> Reg
## 765 2225 90 RL 76 10260 Pave <NA> Reg
## 766 2226 20 RL 74 9990 Pave <NA> Reg
## 767 2227 120 RL 42 4084 Pave <NA> IR1
## 768 2228 20 RL 74 11563 Pave <NA> IR1
## 769 2229 60 RL 107 12852 Pave <NA> IR1
## 770 2230 80 RL 73 9802 Pave <NA> Reg
## 771 2231 60 RL 81 12018 Pave <NA> IR1
## 772 2232 20 RL 75 12890 Pave <NA> IR1
## 773 2233 20 RL 93 18265 Pave <NA> Reg
## 774 2234 20 RL 82 11202 Pave <NA> IR1
## 775 2235 20 RL NA 7915 Pave <NA> IR1
## 776 2236 20 RL 79 11449 Pave <NA> IR1
## 777 2237 20 RL 85 11447 Pave <NA> IR1
## 778 2238 90 RM 97 8940 Pave <NA> IR1
## 779 2239 20 RL 77 9278 Pave <NA> Reg
## 780 2240 120 RM 32 4500 Pave <NA> Reg
## 781 2241 85 RL 150 14137 Pave <NA> Reg
## 782 2242 120 RM NA 4224 Pave <NA> Reg
## 783 2243 160 RM 41 2665 Pave <NA> Reg
## 784 2244 180 RM 21 1974 Pave <NA> Reg
## 785 2245 180 RM 21 1596 Pave <NA> Reg
## 786 2246 20 RL NA 17979 Pave <NA> IR1
## 787 2247 160 RM 21 1477 Pave <NA> Reg
## 788 2248 20 RL 59 6490 Pave <NA> Reg
## 789 2249 20 RL 60 6600 Pave <NA> Reg
## 790 2250 20 RL 74 12395 Pave <NA> Reg
## 791 2251 70 <NA> NA 56600 Pave <NA> IR1
## 792 2252 20 RL 85 10667 Pave <NA> Reg
## 793 2253 80 RL 56 8872 Pave <NA> IR1
## 794 2254 80 RL NA 10147 Pave <NA> IR1
## 795 2255 60 RL NA 8637 Pave <NA> IR1
## 796 2256 60 RL 63 7875 Pave <NA> Reg
## 797 2257 60 RL 60 7500 Pave <NA> Reg
## 798 2258 20 RL NA 9556 Pave <NA> IR1
## 799 2259 60 RL NA 7655 Pave <NA> IR1
## 800 2260 20 RL 160 18160 Grvl <NA> Reg
## 801 2261 120 RL 38 4740 Pave <NA> IR1
## 802 2262 120 RL 35 5118 Pave <NA> IR1
## 803 2263 60 RL 98 12328 Pave <NA> IR1
## 804 2264 20 RL 52 51974 Pave <NA> IR1
## 805 2265 190 RL 195 41600 Pave <NA> IR1
## 806 2266 120 RL 61 8035 Pave <NA> IR1
## 807 2267 20 RL 85 14082 Pave <NA> IR1
## 808 2268 20 RL 81 13870 Pave <NA> IR1
## 809 2269 20 RL NA 10960 Pave <NA> IR1
## 810 2270 60 RL 78 12090 Pave <NA> Reg
## 811 2271 20 RL 93 12299 Pave <NA> Reg
## 812 2272 60 RL 61 11339 Pave <NA> IR1
## 813 2273 20 RL 79 11850 Pave <NA> Reg
## 814 2274 20 RL 80 10400 Pave <NA> Reg
## 815 2275 20 RL 128 13001 Pave <NA> IR1
## 816 2276 80 RL 64 8991 Pave <NA> IR1
## 817 2277 60 RL 80 8000 Pave <NA> Reg
## 818 2278 20 RL 63 9457 Pave <NA> Reg
## 819 2279 20 RL 66 7920 Pave <NA> Reg
## 820 2280 20 RL NA 17199 Pave <NA> Reg
## 821 2281 120 RH 33 4113 Pave <NA> IR1
## 822 2282 120 RH 26 10943 Pave <NA> IR2
## 823 2283 160 RM 21 2205 Pave <NA> Reg
## 824 2284 160 RM 21 2058 Pave <NA> Reg
## 825 2285 120 RL 24 2304 Pave <NA> Reg
## 826 2286 20 RL 65 7150 Pave <NA> Reg
## 827 2287 20 RL 96 12469 Pave <NA> Reg
## 828 2288 20 RL 91 11825 Pave <NA> Reg
## 829 2289 20 RL 110 14333 Pave <NA> Reg
## 830 2290 60 RL 107 13641 Pave <NA> Reg
## 831 2291 60 RL 110 13440 Pave <NA> Reg
## 832 2292 20 RL 105 15431 Pave <NA> Reg
## 833 2293 20 RL 107 13891 Pave <NA> Reg
## 834 2294 60 RL 118 13654 Pave <NA> IR1
## 835 2295 20 RL 59 17169 Pave <NA> IR2
## 836 2296 60 RL 134 16659 Pave <NA> IR1
## 837 2297 60 RL 82 9709 Pave <NA> IR1
## 838 2298 20 RL 94 13615 Pave <NA> IR1
## 839 2299 60 RL 99 13069 Pave <NA> IR1
## 840 2300 60 RL 110 14277 Pave <NA> Reg
## 841 2301 60 RL NA 12568 Pave <NA> Reg
## 842 2302 20 RL 70 9926 Pave <NA> IR1
## 843 2303 20 RL 71 9254 Pave <NA> IR1
## 844 2304 60 RL 92 10732 Pave <NA> IR1
## 845 2305 120 RL 34 3901 Pave <NA> Reg
## 846 2306 120 RL 34 3903 Pave <NA> Reg
## 847 2307 120 RL 41 6289 Pave <NA> IR1
## 848 2308 120 RL 34 4590 Pave <NA> Reg
## 849 2309 120 RL 48 7841 Pave <NA> IR1
## 850 2310 120 RL 48 6240 Pave <NA> Reg
## 851 2311 120 RL 48 3242 Pave <NA> Reg
## 852 2312 60 RL 59 15810 Pave <NA> IR1
## 853 2313 60 RL 65 10237 Pave <NA> Reg
## 854 2314 60 RL 58 13204 Pave <NA> IR1
## 855 2315 60 RL 62 8857 Pave <NA> IR1
## 856 2316 60 RL 63 9729 Pave <NA> IR1
## 857 2317 20 RL 88 12216 Pave <NA> IR1
## 858 2318 60 RL 72 8229 Pave <NA> IR1
## 859 2319 60 RL 64 7713 Pave <NA> Reg
## 860 2320 20 RL 64 7697 Pave <NA> Reg
## 861 2321 120 RL NA 3621 Pave <NA> Reg
## 862 2322 20 RL 53 3710 Pave <NA> Reg
## 863 2323 80 RL 65 16219 Pave <NA> IR2
## 864 2324 80 RL 87 11084 Pave <NA> IR1
## 865 2325 20 RL 59 10936 Pave <NA> IR1
## 866 2326 80 RL NA 11950 Pave <NA> IR1
## 867 2327 60 RL 63 7875 Pave <NA> Reg
## 868 2328 60 RL NA 8740 Pave <NA> IR1
## 869 2329 60 RL 58 9487 Pave <NA> IR1
## 870 2330 60 RL 59 9649 Pave <NA> IR1
## 871 2331 60 RL 100 12191 Pave <NA> IR1
## 872 2332 60 RL 89 10557 Pave <NA> IR1
## 873 2333 60 RL 74 11002 Pave <NA> IR1
## 874 2334 60 RL 83 10790 Pave <NA> Reg
## 875 2335 60 RL 88 11762 Pave <NA> Reg
## 876 2336 60 RL 82 9044 Pave <NA> IR1
## 877 2337 20 RL 75 9910 Pave <NA> Reg
## 878 2338 20 RL 91 11830 Pave <NA> Reg
## 879 2339 20 RL 76 10612 Pave <NA> Reg
## 880 2340 20 RL 98 12291 Pave <NA> IR1
## 881 2341 20 RL 85 9965 Pave <NA> Reg
## 882 2342 20 RL 74 8847 Pave <NA> Reg
## 883 2343 20 RL 70 8251 Pave <NA> Reg
## 884 2344 60 RL 70 9605 Pave <NA> Reg
## 885 2345 60 RL 75 8778 Pave <NA> Reg
## 886 2346 20 FV 72 8640 Pave <NA> Reg
## 887 2347 20 FV 75 9000 Pave <NA> Reg
## 888 2348 60 FV 72 8640 Pave <NA> Reg
## 889 2349 60 FV 81 10411 Pave <NA> Reg
## 890 2350 60 FV 112 12217 Pave <NA> IR1
## 891 2351 20 FV 84 10440 Pave <NA> Reg
## 892 2352 20 FV 100 11824 Pave <NA> IR1
## 893 2353 60 FV 85 10625 Pave <NA> Reg
## 894 2354 20 RL 63 7500 Pave <NA> Reg
## 895 2355 20 RL 63 7500 Pave <NA> Reg
## 896 2356 20 RL 60 12450 Pave <NA> Reg
## 897 2357 20 RL 65 7441 Pave <NA> IR1
## 898 2358 60 RL NA 11613 Pave <NA> IR2
## 899 2359 160 RL 50 8012 Pave <NA> Reg
## 900 2360 20 RL 64 6285 Pave <NA> Reg
## 901 2361 20 RL 84 7476 Pave <NA> Reg
## 902 2362 60 RL NA 19522 Pave <NA> IR1
## 903 2363 20 RL 44 10751 Pave <NA> IR1
## 904 2364 20 RL 43 12712 Pave <NA> IR1
## 905 2365 120 FV 45 4379 Pave <NA> IR1
## 906 2366 120 FV 80 3523 Pave Pave IR1
## 907 2367 120 FV 32 3784 Pave Pave IR1
## 908 2368 120 FV 40 3606 Pave Pave Reg
## 909 2369 120 FV 30 5330 Pave Pave IR2
## 910 2370 160 FV 24 2280 Pave Pave Reg
## 911 2371 160 FV 24 2117 Pave <NA> Reg
## 912 2372 20 FV 73 7321 Pave Pave IR1
## 913 2373 60 FV NA 8010 Pave Pave IR1
## 914 2374 60 FV 106 8413 Pave <NA> IR1
## 915 2375 120 RL 50 9466 Pave <NA> IR2
## 916 2376 20 RL 80 12000 Pave <NA> Reg
## 917 2377 20 RL 94 17778 Pave <NA> IR1
## 918 2378 20 RL 78 11700 Pave <NA> Reg
## 919 2379 60 RL 80 8000 Pave <NA> Reg
## 920 2380 85 RL NA 8723 Pave <NA> IR1
## 921 2381 20 RL 130 11700 Pave <NA> Reg
## 922 2382 20 RL 108 11358 Pave <NA> IR1
## 923 2383 20 RL 80 9547 Pave <NA> Reg
## 924 2384 60 RL 78 10530 Pave <NA> Reg
## 925 2385 20 RL 88 10738 Pave <NA> IR1
## 926 2386 20 RL 80 10800 Pave <NA> Reg
## 927 2387 20 RL 70 8050 Pave <NA> Reg
## 928 2388 90 RL NA 10899 Pave <NA> IR1
## 929 2389 20 RL 74 7450 Pave <NA> IR1
## 930 2390 20 RL NA 14357 Pave <NA> IR1
## 931 2391 20 RL 76 8243 Pave <NA> IR1
## 932 2392 20 RL 70 8680 Pave <NA> Reg
## 933 2393 20 RL 80 8800 Pave <NA> Reg
## 934 2394 80 RL 80 9200 Pave <NA> Reg
## 935 2395 60 RL 80 8800 Pave <NA> Reg
## 936 2396 20 RL NA 11382 Pave <NA> IR1
## 937 2397 20 RL NA 22002 Pave <NA> Reg
## 938 2398 45 RL 85 12172 Pave <NA> Reg
## 939 2399 20 RL 50 5000 Pave <NA> Reg
## 940 2400 50 RL 51 3500 Pave <NA> Reg
## 941 2401 20 RL 50 5175 Pave <NA> Reg
## 942 2402 20 RL 80 9600 Pave <NA> Reg
## 943 2403 90 RL 63 8668 Pave <NA> Reg
## 944 2404 85 RL NA 10050 Pave <NA> IR1
## 945 2405 80 RL 100 9600 Pave <NA> IR1
## 946 2406 20 RL 73 8760 Pave <NA> Reg
## 947 2407 20 RL 65 6860 Pave <NA> IR1
## 948 2408 20 RL 60 8250 Pave <NA> Reg
## 949 2409 20 RL 70 9100 Pave <NA> Reg
## 950 2410 20 RL 80 9736 Pave <NA> Reg
## 951 2411 20 RL 72 9770 Pave <NA> Reg
## 952 2412 20 RL 70 12198 Pave <NA> IR1
## 953 2413 20 RL 75 10050 Pave <NA> Reg
## 954 2414 20 RL 60 11556 Pave <NA> Reg
## 955 2415 90 RL 70 8078 Pave <NA> Reg
## 956 2416 20 RL 60 10950 Pave <NA> Reg
## 957 2417 20 RL 68 7942 Pave <NA> Reg
## 958 2418 20 RL 71 8540 Pave <NA> Reg
## 959 2419 50 RL 55 7150 Pave <NA> Reg
## 960 2420 20 RL 70 8400 Pave <NA> Reg
## 961 2421 20 RL 75 9532 Pave <NA> Reg
## 962 2422 20 RL NA 15783 Pave <NA> Reg
## 963 2423 50 RL 60 14190 Pave <NA> Reg
## 964 2424 50 RL NA 12099 Pave <NA> IR1
## 965 2425 70 RL 113 21281 Pave <NA> Reg
## 966 2426 50 RL 60 10284 Pave <NA> Reg
## 967 2427 70 RL 60 10800 Pave Grvl Reg
## 968 2428 80 RL 93 10090 Pave <NA> IR1
## 969 2429 20 RL 75 8700 Pave <NA> IR1
## 970 2430 20 RL 66 8300 Pave <NA> IR1
## 971 2431 20 RL 60 7200 Pave <NA> Reg
## 972 2432 20 RL NA 7500 Pave <NA> Reg
## 973 2433 20 RL 70 7315 Pave <NA> Reg
## 974 2434 20 RL 70 7903 Pave <NA> Reg
## 975 2435 20 RL 80 8000 Pave <NA> Reg
## 976 2436 20 RL 70 7000 Pave <NA> Reg
## 977 2437 20 RL 60 6600 Pave <NA> Reg
## 978 2438 85 RL 66 6760 Pave <NA> Reg
## 979 2439 30 RM 60 6978 Pave <NA> Reg
## 980 2440 50 RM 50 6000 Pave Grvl Reg
## 981 2441 30 RM 56 4480 Pave <NA> Reg
## 982 2442 30 RM 56 3153 Pave Grvl Reg
## 983 2443 30 RM 60 7200 Pave <NA> Reg
## 984 2444 50 RM 120 9000 Pave <NA> Reg
## 985 2445 50 RM 50 5925 Pave <NA> Reg
## 986 2446 70 RM 57 9639 Pave <NA> Reg
## 987 2447 70 RM NA 10337 Pave Pave IR1
## 988 2448 70 RM 53 9863 Pave Pave Reg
## 989 2449 70 RM 35 4571 Pave Grvl Reg
## 990 2450 50 RM 56 8398 Pave Grvl Reg
## 991 2451 70 RM 60 3600 Pave Grvl Reg
## 992 2452 75 RM 75 13500 Pave Grvl Reg
## 993 2453 20 RM 52 8626 Pave <NA> Reg
## 994 2454 80 RM 76 11800 Pave <NA> Reg
## 995 2455 40 RL 55 6854 Pave <NA> Reg
## 996 2456 50 RM 55 8674 Pave <NA> Reg
## 997 2457 50 RM 50 6125 Pave <NA> Reg
## 998 2458 70 RM 50 6000 Pave <NA> Reg
## 999 2459 45 RM 51 6120 Pave <NA> Reg
## 1000 2460 50 RM NA 6240 Pave <NA> Reg
## 1001 2461 50 RM 52 6240 Pave <NA> Reg
## 1002 2462 50 RM 52 6240 Pave <NA> Reg
## 1003 2463 50 RM 51 6120 Pave <NA> Reg
## 1004 2464 70 RM 47 7755 Pave <NA> Reg
## 1005 2465 50 RL 60 8850 Pave Pave Reg
## 1006 2466 50 RL 60 8550 Pave <NA> Reg
## 1007 2467 70 RM NA 5700 Pave <NA> IR1
## 1008 2468 45 RM 40 5680 Pave Grvl Reg
## 1009 2469 50 RM 40 5680 Pave Grvl Reg
## 1010 2470 80 RM 120 13200 Pave <NA> Reg
## 1011 2471 60 RM 60 9780 Pave Grvl Reg
## 1012 2472 50 RM 60 10320 Pave Grvl Reg
## 1013 2473 190 RM 52 4330 Pave Grvl Reg
## 1014 2474 50 RM 60 10320 Pave Grvl Reg
## 1015 2475 70 RL 107 12888 Pave <NA> Reg
## 1016 2476 190 RL 59 4484 Pave <NA> IR1
## 1017 2477 190 RL 75 11235 Pave <NA> Reg
## 1018 2478 85 RL 75 11235 Pave <NA> Reg
## 1019 2479 20 RL 62 14299 Pave <NA> Reg
## 1020 2480 80 RL 65 14149 Pave <NA> IR1
## 1021 2481 20 RL NA 11677 Pave <NA> IR1
## 1022 2482 190 RL 70 8425 Pave <NA> Reg
## 1023 2483 20 RL 86 8665 Pave <NA> IR1
## 1024 2484 20 RL NA 8398 Pave <NA> IR1
## 1025 2485 20 RL NA 8169 Pave <NA> Reg
## 1026 2486 20 RL 81 14175 Pave <NA> Reg
## 1027 2487 60 RL 99 16779 Pave <NA> Reg
## 1028 2488 50 RL 70 6960 Pave <NA> Reg
## 1029 2489 20 RL 91 11375 Pave <NA> Reg
## 1030 2490 20 RL 85 13770 Pave <NA> Reg
## 1031 2491 20 RL NA 9000 Pave <NA> Reg
## 1032 2492 20 RL NA 11075 Pave <NA> Reg
## 1033 2493 20 RL NA 17541 Pave <NA> IR1
## 1034 2494 20 RL NA 22692 Pave <NA> IR1
## 1035 2495 20 RL 84 17808 Pave <NA> Reg
## 1036 2496 20 RL 102 12671 Pave <NA> IR1
## 1037 2497 50 RL 70 10512 Pave <NA> Reg
## 1038 2498 20 RL 60 5400 Pave <NA> Reg
## 1039 2499 30 RL NA 11515 Pave <NA> IR1
## 1040 2500 120 RL 39 3869 Pave <NA> Reg
## 1041 2501 20 RL 58 9280 Pave <NA> Reg
## 1042 2502 50 RL 60 11100 Pave <NA> Reg
## 1043 2503 50 RL 50 7550 Pave <NA> Reg
## 1044 2504 50 RL 104 23920 Pave <NA> Reg
## 1045 2505 60 RL 75 9317 Pave <NA> Reg
## 1046 2506 20 RL 71 9178 Pave <NA> Reg
## 1047 2507 20 RL 93 10481 Pave <NA> IR1
## 1048 2508 20 RL 66 10235 Pave <NA> IR1
## 1049 2509 20 RL 75 11750 Pave <NA> IR1
## 1050 2510 20 RL 73 8760 Pave <NA> Reg
## 1051 2511 20 RL 64 7242 Pave <NA> Reg
## 1052 2512 60 RL 78 9316 Pave <NA> Reg
## 1053 2513 60 RL NA 8883 Pave <NA> IR1
## 1054 2514 20 RL 155 20064 Pave <NA> IR1
## 1055 2515 20 RL NA 14217 Pave <NA> IR2
## 1056 2516 60 RL 57 10021 Pave <NA> IR1
## 1057 2517 20 RL 60 8428 Pave <NA> IR2
## 1058 2518 20 RL 70 16561 Pave <NA> IR2
## 1059 2519 60 RL 47 10820 Pave <NA> IR2
## 1060 2520 60 RL 43 12352 Pave <NA> IR2
## 1061 2521 60 RL 68 9543 Pave <NA> IR1
## 1062 2522 60 RL NA 8826 Pave <NA> Reg
## 1063 2523 20 RL 97 11800 Pave <NA> IR1
## 1064 2524 80 RL 59 8660 Pave <NA> IR1
## 1065 2525 80 RL 72 9720 Pave <NA> Reg
## 1066 2526 20 RL 45 8982 Pave <NA> IR1
## 1067 2527 20 RL 39 16300 Pave <NA> IR1
## 1068 2528 20 RL 75 9675 Pave <NA> Reg
## 1069 2529 20 RL 60 7200 Pave <NA> Reg
## 1070 2530 20 RL 60 7200 Pave <NA> Reg
## 1071 2531 20 RL NA 11354 Pave <NA> Reg
## 1072 2532 60 RL 70 8749 Pave <NA> Reg
## 1073 2533 60 RL 65 8158 Pave <NA> Reg
## 1074 2534 20 RL 73 11927 Pave <NA> Reg
## 1075 2535 60 RL NA 12728 Pave <NA> Reg
## 1076 2536 60 RL NA 15295 Pave <NA> IR3
## 1077 2537 20 RL 73 17227 Pave <NA> IR2
## 1078 2538 60 RL 70 8145 Pave <NA> IR1
## 1079 2539 20 RL 65 8769 Pave <NA> Reg
## 1080 2540 20 RL 64 8334 Pave <NA> Reg
## 1081 2541 60 RL 64 8333 Pave <NA> Reg
## 1082 2542 60 RL 64 9045 Pave <NA> IR1
## 1083 2543 85 RL 75 9825 Pave <NA> Reg
## 1084 2544 20 RL 67 8308 Pave <NA> Reg
## 1085 2545 50 RL 74 16287 Pave <NA> Reg
## 1086 2546 20 RL 80 8240 Pave <NA> Reg
## 1087 2547 80 RL 65 6285 Pave <NA> Reg
## 1088 2548 90 RL NA 9555 Pave <NA> IR1
## 1089 2549 60 RL 60 7023 Pave <NA> Reg
## 1090 2550 20 RL 128 39290 Pave <NA> IR1
## 1091 2551 180 RM 35 3675 Pave <NA> Reg
## 1092 2552 20 RL 64 6400 Pave <NA> Reg
## 1093 2553 90 RL 74 6882 Pave <NA> Reg
## 1094 2554 90 RL 52 8741 Pave <NA> Reg
## 1095 2555 40 RL 62 10042 Pave <NA> Reg
## 1096 2556 20 RL 60 8172 Pave <NA> Reg
## 1097 2557 20 RL 60 8172 Pave <NA> Reg
## 1098 2558 90 RL 60 10890 Pave <NA> Reg
## 1099 2559 30 RL 54 7223 Pave <NA> Reg
## 1100 2560 50 RL 51 6821 Pave <NA> Reg
## 1101 2561 70 RL 63 4000 Pave <NA> Reg
## 1102 2562 70 RL 53 6720 Pave <NA> Reg
## 1103 2563 70 RL 53 7155 Pave <NA> Reg
## 1104 2564 70 RL 60 7230 Pave <NA> Reg
## 1105 2565 20 RL 126 13108 Pave <NA> IR2
## 1106 2566 50 RL 110 7810 Pave <NA> IR1
## 1107 2567 190 RL 79 6221 Pave <NA> IR1
## 1108 2568 20 RL NA 25485 Pave <NA> IR1
## 1109 2569 20 RL NA 21579 Pave <NA> IR1
## 1110 2570 160 RM 24 1782 Pave <NA> Reg
## 1111 2571 20 RL NA 17871 Pave <NA> IR2
## 1112 2572 120 RM 35 3907 Pave <NA> IR1
## 1113 2573 20 RL NA 20693 Pave <NA> IR1
## 1114 2574 20 RL 70 18044 Pave <NA> IR1
## 1115 2575 50 RM 50 7000 Pave <NA> Reg
## 1116 2576 50 RM 50 7288 Pave <NA> Reg
## 1117 2577 70 RM 50 9060 Pave <NA> Reg
## 1118 2578 30 RM 46 3672 Pave <NA> Reg
## 1119 2579 50 RM 64 11067 Pave <NA> Reg
## 1120 2580 190 C (all) 75 8250 Pave <NA> Reg
## 1121 2581 20 C (all) 65 6565 Pave <NA> Reg
## 1122 2582 30 C (all) 60 6060 Pave <NA> Reg
## 1123 2583 120 RM 59 5568 Pave <NA> IR1
## 1124 2584 85 RL NA 12150 Pave <NA> IR1
## 1125 2585 20 RL 80 10000 Pave <NA> Reg
## 1126 2586 20 RL 44 12864 Pave <NA> IR1
## 1127 2587 20 RL NA 9928 Pave <NA> IR1
## 1128 2588 80 RL NA 8750 Pave <NA> IR1
## 1129 2589 85 RL 82 8410 Pave <NA> IR1
## 1130 2590 120 RL 46 4054 Pave <NA> IR1
## 1131 2591 20 RL 149 19958 Pave <NA> Reg
## 1132 2592 20 RL 67 8368 Pave <NA> IR1
## 1133 2593 20 RL 68 8298 Pave <NA> IR1
## 1134 2594 20 RL 42 10331 Pave <NA> Reg
## 1135 2595 20 RL NA 6718 Pave <NA> IR1
## 1136 2596 20 RL 80 11305 Pave <NA> Reg
## 1137 2597 20 RL NA 7777 Pave <NA> IR1
## 1138 2598 60 RL NA 11800 Pave <NA> IR1
## 1139 2599 20 RL 85 12633 Pave <NA> IR1
## 1140 2600 20 RL 200 43500 Pave <NA> Reg
## 1141 2601 120 RM 62 6710 Pave <NA> IR1
## 1142 2602 160 RM 21 1504 Pave <NA> Reg
## 1143 2603 180 RM NA 1533 Pave <NA> Reg
## 1144 2604 160 RM 21 1495 Pave <NA> Reg
## 1145 2605 160 RM 21 1890 Pave <NA> Reg
## 1146 2606 85 RL 72 9129 Pave <NA> Reg
## 1147 2607 80 RL NA 15957 Pave <NA> IR1
## 1148 2608 20 RL 61 33983 Pave <NA> IR1
## 1149 2609 60 RL 68 8286 Pave <NA> IR1
## 1150 2610 85 RL 50 6723 Pave <NA> Reg
## 1151 2611 20 RL 124 27697 Pave <NA> Reg
## 1152 2612 20 RL NA 11000 Pave <NA> IR2
## 1153 2613 20 RL 65 11625 Pave <NA> IR1
## 1154 2614 20 RL 62 10447 Pave <NA> Reg
## 1155 2615 20 RL NA 11027 Pave <NA> IR1
## 1156 2616 20 RL 85 10533 Pave <NA> IR1
## 1157 2617 20 RL NA 11765 Pave <NA> IR1
## 1158 2618 20 RL NA 39384 Pave <NA> IR1
## 1159 2619 20 RL 90 11727 Pave <NA> Reg
## 1160 2620 60 RL 60 8238 Pave <NA> IR1
## 1161 2621 60 RL NA 13041 Pave <NA> IR2
## 1162 2622 60 RL 54 9783 Pave <NA> IR1
## 1163 2623 60 RL 50 13128 Pave <NA> IR1
## 1164 2624 60 RL 42 13751 Pave <NA> IR1
## 1165 2625 160 RL 68 13108 Pave <NA> IR1
## 1166 2626 20 RL NA 8076 Pave <NA> IR1
## 1167 2627 120 RL 30 3701 Pave <NA> IR1
## 1168 2628 60 RL 59 16023 Pave <NA> IR1
## 1169 2629 60 RL 60 18062 Pave <NA> IR1
## 1170 2630 60 RL 63 12292 Pave <NA> IR1
## 1171 2631 60 RL 82 16052 Pave <NA> IR1
## 1172 2632 60 RL 92 15922 Pave <NA> IR1
## 1173 2633 120 RL 60 8147 Pave <NA> Reg
## 1174 2634 20 RL 90 18261 Pave <NA> IR1
## 1175 2635 85 RL NA 10464 Pave <NA> IR1
## 1176 2636 60 RL 81 10530 Pave <NA> Reg
## 1177 2637 85 RL NA 9927 Pave <NA> IR1
## 1178 2638 60 FV 75 9512 Pave <NA> IR1
## 1179 2639 80 RL 81 10530 Pave <NA> Reg
## 1180 2640 20 RL 80 10000 Pave <NA> Reg
## 1181 2641 20 RL 60 7200 Pave <NA> Reg
## 1182 2642 120 RH 26 8773 Pave <NA> IR2
## 1183 2643 160 RM 24 2760 Pave <NA> Reg
## 1184 2644 160 RM 24 2160 Pave <NA> Reg
## 1185 2645 160 RM 21 1890 Pave <NA> Reg
## 1186 2646 160 RM 21 1680 Pave <NA> Reg
## 1187 2647 160 RM 21 1680 Pave <NA> Reg
## 1188 2648 120 RL 53 4043 Pave <NA> Reg
## 1189 2649 20 RL 65 7514 Pave <NA> Reg
## 1190 2650 120 RL 24 2280 Pave <NA> Reg
## 1191 2651 160 RL 24 2179 Pave <NA> Reg
## 1192 2652 60 RL 72 16387 Pave <NA> IR1
## 1193 2653 20 RL 110 16163 Pave <NA> Reg
## 1194 2654 20 RL 108 12228 Pave <NA> Reg
## 1195 2655 20 RL 120 14780 Pave <NA> IR1
## 1196 2656 60 RL 120 13975 Pave <NA> IR1
## 1197 2657 60 RL 82 9942 Pave <NA> IR1
## 1198 2658 60 RL 103 12867 Pave <NA> IR1
## 1199 2659 60 RL 82 10672 Pave <NA> IR1
## 1200 2660 60 RL 82 11643 Pave <NA> IR1
## 1201 2661 20 RL 121 13758 Pave <NA> IR1
## 1202 2662 20 RL 131 14828 Pave <NA> IR1
## 1203 2663 60 RL NA 13215 Pave <NA> IR1
## 1204 2664 120 RL 48 5911 Pave <NA> Reg
## LandContour Utilities LotConfig LandSlope Neighborhood Condition1
## 1 Lvl AllPub Inside Gtl NAmes Feedr
## 2 Lvl AllPub Corner Gtl NAmes Norm
## 3 Lvl AllPub Inside Gtl Gilbert Norm
## 4 Lvl AllPub Inside Gtl Gilbert Norm
## 5 HLS AllPub Inside Gtl StoneBr Norm
## 6 Lvl AllPub Corner Gtl Gilbert Norm
## 7 Lvl AllPub Inside Gtl Gilbert Norm
## 8 Lvl AllPub Inside Gtl Gilbert Norm
## 9 Lvl AllPub Inside Gtl Gilbert Norm
## 10 Lvl AllPub Corner Gtl NAmes Norm
## 11 Lvl AllPub FR2 Gtl NAmes Norm
## 12 Lvl AllPub Inside Gtl BrDale Norm
## 13 Lvl AllPub Inside Gtl BrDale Norm
## 14 Lvl AllPub FR2 Gtl NPkVill Norm
## 15 Lvl AllPub FR2 Gtl NPkVill Norm
## 16 Lvl AllPub Inside Gtl NridgHt Norm
## 17 Lvl AllPub Corner Gtl NridgHt Norm
## 18 Lvl AllPub Inside Gtl NridgHt PosN
## 19 Lvl AllPub Inside Gtl NridgHt Norm
## 20 HLS AllPub Inside Mod NridgHt Norm
## 21 Lvl AllPub Corner Gtl NridgHt Norm
## 22 Lvl AllPub Inside Gtl NridgHt Norm
## 23 Lvl AllPub Corner Gtl Gilbert Norm
## 24 Lvl AllPub Inside Gtl Blmngtn Norm
## 25 Lvl AllPub Inside Gtl Gilbert Norm
## 26 Lvl AllPub Inside Gtl Gilbert Norm
## 27 Lvl AllPub CulDSac Gtl NoRidge Norm
## 28 Lvl AllPub Inside Gtl Somerst Norm
## 29 Lvl AllPub Inside Gtl Somerst Norm
## 30 Lvl AllPub Corner Gtl Somerst Norm
## 31 Lvl AllPub Inside Gtl SawyerW Norm
## 32 Lvl AllPub Corner Gtl SawyerW Feedr
## 33 Lvl AllPub CulDSac Gtl Sawyer RRNe
## 34 Lvl AllPub Inside Gtl NoRidge Norm
## 35 Lvl AllPub Inside Gtl NoRidge Norm
## 36 Lvl AllPub CulDSac Gtl Somerst Norm
## 37 Lvl AllPub Inside Gtl Somerst Norm
## 38 Lvl AllPub Inside Gtl Somerst Norm
## 39 Lvl AllPub Inside Gtl Somerst Norm
## 40 Lvl AllPub Inside Gtl Somerst Norm
## 41 Lvl AllPub Corner Gtl Somerst Norm
## 42 Lvl AllPub FR2 Gtl Somerst Norm
## 43 Lvl AllPub Inside Gtl Somerst Norm
## 44 Lvl AllPub Inside Gtl Somerst Norm
## 45 Lvl AllPub Inside Gtl Somerst Norm
## 46 Lvl AllPub Inside Gtl NWAmes Norm
## 47 Lvl AllPub Inside Gtl NWAmes Norm
## 48 Lvl AllPub Inside Gtl NWAmes Norm
## 49 Lvl AllPub Inside Gtl NWAmes Norm
## 50 Lvl AllPub Inside Gtl NAmes Norm
## 51 Lvl AllPub Corner Gtl NAmes Norm
## 52 Lvl AllPub Inside Gtl NAmes Norm
## 53 Lvl AllPub Inside Gtl NAmes Norm
## 54 Lvl AllPub Inside Gtl NAmes Norm
## 55 Lvl AllPub Inside Gtl NAmes Norm
## 56 Lvl AllPub Corner Gtl NAmes Artery
## 57 Lvl AllPub Inside Gtl NAmes Norm
## 58 Lvl AllPub Corner Gtl NAmes Feedr
## 59 Lvl AllPub Inside Gtl NAmes Norm
## 60 Lvl AllPub Inside Gtl NAmes Norm
## 61 Lvl AllPub Inside Gtl NAmes Norm
## 62 Lvl AllPub Inside Gtl NAmes Norm
## 63 Lvl AllPub Inside Gtl NAmes Norm
## 64 Lvl AllPub Inside Gtl NAmes Norm
## 65 Lvl AllPub Corner Gtl NAmes Norm
## 66 Lvl AllPub Inside Gtl NAmes Norm
## 67 Lvl AllPub Corner Gtl NAmes Norm
## 68 Lvl AllPub Inside Gtl NAmes Artery
## 69 Lvl AllPub Corner Gtl NAmes Norm
## 70 Lvl AllPub Inside Mod NAmes Norm
## 71 Lvl AllPub Corner Gtl OldTown Norm
## 72 Lvl AllPub Inside Gtl OldTown Artery
## 73 Bnk AllPub Inside Mod OldTown Norm
## 74 Lvl AllPub Corner Gtl OldTown Norm
## 75 Lvl AllPub Inside Gtl OldTown Artery
## 76 Lvl AllPub Inside Gtl OldTown Artery
## 77 Lvl AllPub Inside Gtl OldTown Norm
## 78 Lvl AllPub Corner Gtl OldTown Norm
## 79 Lvl AllPub Inside Gtl OldTown Norm
## 80 Lvl AllPub Inside Gtl OldTown Norm
## 81 Lvl AllPub Inside Gtl OldTown Norm
## 82 Lvl AllPub Corner Gtl BrkSide Feedr
## 83 Bnk AllPub Corner Gtl BrkSide Norm
## 84 Lvl AllPub Inside Gtl BrkSide Feedr
## 85 Lvl AllPub Inside Gtl BrkSide Norm
## 86 Lvl AllPub Inside Gtl BrkSide Norm
## 87 Lvl AllPub Corner Gtl BrkSide Feedr
## 88 Lvl AllPub Inside Gtl BrkSide Norm
## 89 Lvl AllPub Inside Gtl BrkSide Norm
## 90 Lvl AllPub Inside Gtl BrkSide Norm
## 91 Lvl AllPub Inside Gtl OldTown Artery
## 92 Lvl AllPub Inside Gtl OldTown Norm
## 93 Lvl AllPub Inside Gtl OldTown Norm
## 94 Lvl AllPub Inside Gtl OldTown Norm
## 95 Lvl AllPub Inside Gtl ClearCr Feedr
## 96 Lvl AllPub Inside Gtl ClearCr Norm
## 97 Lvl AllPub Inside Gtl SWISU Norm
## 98 Bnk AllPub Inside Mod SWISU Norm
## 99 Lvl AllPub Inside Gtl SWISU Norm
## 100 Lvl AllPub Corner Gtl SWISU Artery
## 101 Lvl AllPub Inside Gtl Sawyer Norm
## 102 Lvl AllPub Inside Gtl Sawyer Norm
## 103 Lvl AllPub Inside Gtl Sawyer Norm
## 104 Lvl AllPub Inside Gtl Sawyer Norm
## 105 Lvl AllPub Inside Gtl Sawyer Norm
## 106 Low AllPub Inside Mod ClearCr Norm
## 107 Lvl AllPub Corner Gtl Sawyer Feedr
## 108 Low AllPub CulDSac Mod ClearCr Norm
## 109 Lvl AllPub Inside Gtl Edwards Norm
## 110 Lvl AllPub Inside Gtl Edwards Norm
## 111 Bnk AllPub Inside Gtl Edwards Norm
## 112 Lvl AllPub Inside Gtl Edwards Norm
## 113 Lvl AllPub Inside Gtl Edwards Norm
## 114 Lvl AllPub CulDSac Gtl Edwards Norm
## 115 Low AllPub Inside Mod SawyerW Norm
## 116 Lvl AllPub CulDSac Gtl SawyerW Norm
## 117 Lvl AllPub Inside Gtl CollgCr Norm
## 118 Lvl AllPub Inside Gtl SawyerW Norm
## 119 Lvl AllPub Corner Gtl CollgCr Norm
## 120 Lvl AllPub Inside Gtl CollgCr Norm
## 121 Lvl AllPub FR2 Gtl CollgCr Norm
## 122 Lvl AllPub Inside Gtl CollgCr Norm
## 123 Lvl AllPub Inside Gtl CollgCr Norm
## 124 Lvl AllPub Inside Gtl CollgCr Norm
## 125 Lvl AllPub Inside Gtl CollgCr Norm
## 126 Lvl AllPub Inside Mod Edwards Feedr
## 127 Lvl AllPub Corner Gtl Edwards Norm
## 128 Low AllPub CulDSac Gtl Edwards Norm
## 129 Lvl AllPub Inside Gtl Edwards Norm
## 130 Lvl AllPub Inside Gtl Edwards Norm
## 131 HLS AllPub Inside Gtl Edwards Norm
## 132 Bnk AllPub Inside Gtl SWISU Artery
## 133 Lvl AllPub Corner Gtl SWISU Norm
## 134 Lvl AllPub Inside Gtl SWISU Norm
## 135 Lvl AllPub Inside Gtl SWISU Feedr
## 136 Lvl AllPub Inside Gtl Crawfor Norm
## 137 Lvl AllPub Inside Gtl Crawfor Norm
## 138 Lvl AllPub FR2 Gtl Crawfor Norm
## 139 HLS AllPub Inside Mod Blueste Norm
## 140 HLS AllPub Inside Mod Blueste Norm
## 141 Lvl AllPub Inside Gtl IDOTRR Norm
## 142 HLS AllPub Inside Gtl IDOTRR Norm
## 143 Lvl AllPub Corner Gtl IDOTRR Norm
## 144 HLS AllPub Corner Mod Crawfor Artery
## 145 Lvl AllPub Inside Gtl Mitchel Norm
## 146 Lvl AllPub Inside Gtl Mitchel Norm
## 147 Lvl AllPub Inside Gtl Mitchel Norm
## 148 Lvl AllPub Corner Gtl Timber Norm
## 149 Lvl AllPub Inside Gtl Timber Norm
## 150 Lvl AllPub Inside Gtl Timber Norm
## 151 Bnk AllPub Inside Gtl Mitchel Norm
## 152 Lvl AllPub Inside Gtl Mitchel Norm
## 153 Lvl AllPub Inside Gtl Mitchel Norm
## 154 Low AllPub Inside Mod MeadowV Norm
## 155 Lvl AllPub Inside Gtl MeadowV Norm
## 156 Lvl AllPub Inside Gtl MeadowV Norm
## 157 Lvl AllPub Inside Gtl MeadowV Norm
## 158 Lvl AllPub Inside Gtl Mitchel Norm
## 159 Lvl AllPub Inside Gtl Mitchel Norm
## 160 Lvl AllPub Inside Gtl Mitchel Norm
## 161 Lvl AllPub Inside Gtl Mitchel Norm
## 162 Lvl AllPub Inside Mod Mitchel Norm
## 163 Lvl AllPub Inside Mod Mitchel Norm
## 164 Lvl AllPub Inside Gtl Mitchel Norm
## 165 Lvl AllPub Inside Gtl NAmes Norm
## 166 Lvl AllPub Inside Gtl NAmes Norm
## 167 Lvl AllPub Corner Gtl Gilbert Norm
## 168 Lvl AllPub Inside Gtl Gilbert Norm
## 169 Lvl AllPub Inside Gtl Gilbert Norm
## 170 Lvl AllPub CulDSac Gtl StoneBr Norm
## 171 Lvl AllPub Corner Gtl StoneBr Norm
## 172 Lvl AllPub Corner Gtl StoneBr Norm
## 173 Lvl AllPub Inside Gtl Gilbert Norm
## 174 Lvl AllPub Inside Gtl Gilbert Norm
## 175 Lvl AllPub Inside Gtl Gilbert Norm
## 176 Lvl AllPub Inside Gtl Gilbert Norm
## 177 Lvl AllPub Inside Gtl Gilbert Norm
## 178 Lvl AllPub Inside Gtl NWAmes RRNn
## 179 Lvl AllPub Inside Gtl NWAmes Norm
## 180 Lvl AllPub Inside Gtl NWAmes Norm
## 181 Lvl AllPub Inside Gtl NWAmes Norm
## 182 Lvl AllPub Inside Gtl Somerst Norm
## 183 Lvl AllPub Inside Gtl Somerst RRNn
## 184 Lvl AllPub Corner Gtl Somerst Norm
## 185 Lvl AllPub CulDSac Gtl NWAmes PosN
## 186 Lvl AllPub Inside Gtl NWAmes Norm
## 187 Lvl AllPub Corner Gtl NWAmes Norm
## 188 Lvl AllPub Inside Gtl NAmes Norm
## 189 Lvl AllPub Inside Gtl NAmes Norm
## 190 Lvl AllPub Inside Gtl NAmes Norm
## 191 Lvl AllPub FR2 Gtl NAmes Norm
## 192 Lvl AllPub Inside Gtl BrDale Norm
## 193 Lvl AllPub Inside Gtl BrDale Norm
## 194 Lvl AllPub FR2 Gtl NPkVill Norm
## 195 Lvl AllPub FR2 Gtl NPkVill Norm
## 196 Lvl AllPub Inside Gtl NPkVill Norm
## 197 Lvl AllPub Inside Gtl NPkVill Norm
## 198 Lvl AllPub Inside Gtl NPkVill Norm
## 199 Lvl AllPub Inside Gtl NPkVill Norm
## 200 Lvl AllPub Inside Gtl NAmes Norm
## 201 Lvl AllPub Inside Gtl NridgHt PosN
## 202 Lvl AllPub Inside Gtl NridgHt Norm
## 203 Lvl AllPub Inside Gtl NridgHt Norm
## 204 Lvl AllPub Inside Gtl NridgHt PosA
## 205 Lvl AllPub Inside Gtl NridgHt Norm
## 206 Lvl AllPub FR3 Gtl NridgHt Norm
## 207 Lvl AllPub CulDSac Gtl NridgHt Norm
## 208 Lvl AllPub Inside Gtl NridgHt Norm
## 209 Lvl AllPub Inside Gtl NridgHt Norm
## 210 Lvl AllPub Corner Gtl NridgHt Norm
## 211 Lvl AllPub Corner Gtl NridgHt Norm
## 212 Lvl AllPub Corner Gtl NridgHt Norm
## 213 Lvl AllPub Inside Gtl NridgHt Norm
## 214 Lvl AllPub Inside Gtl NridgHt Norm
## 215 Lvl AllPub Inside Gtl NridgHt Norm
## 216 Lvl AllPub Inside Gtl NridgHt Norm
## 217 Lvl AllPub Inside Gtl NridgHt Norm
## 218 HLS AllPub Inside Mod NridgHt Norm
## 219 Lvl AllPub Corner Gtl NridgHt Norm
## 220 Lvl AllPub Inside Gtl NridgHt Norm
## 221 Lvl AllPub Inside Gtl NridgHt Norm
## 222 Lvl AllPub Corner Gtl NridgHt Norm
## 223 Lvl AllPub Inside Gtl NridgHt Norm
## 224 Lvl AllPub Inside Gtl Gilbert RRAn
## 225 Lvl AllPub Inside Gtl Gilbert Norm
## 226 Lvl AllPub Inside Gtl Blmngtn Norm
## 227 Lvl AllPub Inside Gtl Gilbert Norm
## 228 Lvl AllPub Inside Gtl Gilbert Norm
## 229 Lvl AllPub Inside Gtl Gilbert Norm
## 230 Lvl AllPub Inside Gtl Gilbert Norm
## 231 Lvl AllPub Inside Gtl Gilbert Norm
## 232 Lvl AllPub Corner Gtl Gilbert Norm
## 233 Lvl AllPub Inside Gtl Gilbert RRAn
## 234 Lvl AllPub Inside Gtl Gilbert Norm
## 235 Lvl AllPub Inside Gtl Gilbert Norm
## 236 Lvl AllPub CulDSac Gtl Gilbert RRNn
## 237 Lvl AllPub Inside Gtl Gilbert Norm
## 238 Lvl AllPub Inside Gtl NoRidge Norm
## 239 Lvl AllPub CulDSac Gtl NoRidge Norm
## 240 Lvl AllPub Inside Gtl NoRidge Norm
## 241 Lvl AllPub Inside Gtl NoRidge Norm
## 242 Lvl AllPub Inside Gtl Somerst PosN
## 243 Lvl AllPub Inside Gtl Somerst PosN
## 244 Lvl AllPub Inside Gtl Somerst Norm
## 245 Lvl AllPub Inside Gtl Somerst Norm
## 246 Lvl AllPub Corner Gtl Somerst PosN
## 247 Lvl AllPub Inside Gtl Somerst Norm
## 248 Lvl AllPub Inside Gtl Somerst Norm
## 249 Lvl AllPub Inside Gtl Somerst Norm
## 250 Lvl AllPub Inside Gtl Somerst Norm
## 251 Lvl AllPub Inside Gtl Somerst Norm
## 252 Lvl AllPub Corner Gtl Somerst Norm
## 253 Lvl AllPub Inside Gtl Somerst Norm
## 254 Lvl AllPub Inside Gtl Somerst Norm
## 255 Lvl AllPub Inside Gtl Somerst Norm
## 256 Lvl AllPub Corner Gtl SawyerW Norm
## 257 Lvl AllPub Inside Gtl SawyerW Norm
## 258 Lvl AllPub Inside Gtl SawyerW Norm
## 259 Lvl AllPub Corner Gtl SawyerW Norm
## 260 Lvl AllPub Inside Gtl SawyerW Norm
## 261 Lvl AllPub Inside Gtl SawyerW RRAe
## 262 Lvl AllPub Inside Gtl SawyerW RRAe
## 263 Lvl AllPub Inside Gtl SawyerW RRAe
## 264 Lvl AllPub Inside Gtl SawyerW Norm
## 265 Lvl AllPub CulDSac Gtl SawyerW Norm
## 266 Lvl AllPub Inside Gtl SawyerW Norm
## 267 Lvl AllPub Inside Gtl SawyerW Norm
## 268 Lvl AllPub Inside Gtl SawyerW RRAe
## 269 Lvl AllPub CulDSac Gtl SawyerW Norm
## 270 Lvl AllPub Inside Gtl SawyerW Norm
## 271 Lvl AllPub Inside Gtl Sawyer Norm
## 272 Lvl AllPub Corner Gtl Sawyer Feedr
## 273 Lvl AllPub Inside Gtl Sawyer Norm
## 274 Lvl AllPub Inside Gtl Sawyer Norm
## 275 Lvl AllPub Inside Gtl Sawyer RRAe
## 276 Lvl AllPub Inside Gtl Sawyer Feedr
## 277 Low AllPub Inside Gtl Veenker Norm
## 278 Lvl AllPub Inside Gtl NoRidge Norm
## 279 Lvl AllPub Inside Gtl Somerst Norm
## 280 Lvl AllPub Inside Gtl Somerst Norm
## 281 Lvl AllPub Inside Gtl Somerst Norm
## 282 Lvl AllPub Inside Gtl Somerst Norm
## 283 Lvl AllPub FR2 Gtl Somerst Norm
## 284 Lvl AllPub Inside Gtl Veenker Norm
## 285 Lvl AllPub Inside Gtl Veenker Norm
## 286 Low AllPub FR2 Mod Veenker Feedr
## 287 Lvl AllPub CulDSac Gtl NWAmes PosN
## 288 Lvl AllPub Inside Gtl NWAmes PosA
## 289 Lvl AllPub Inside Gtl NWAmes Feedr
## 290 Lvl AllPub Inside Gtl NWAmes Feedr
## 291 Lvl AllPub Inside Gtl NWAmes Norm
## 292 Lvl AllPub Inside Gtl NAmes Norm
## 293 Lvl AllPub Inside Gtl NAmes Norm
## 294 Lvl AllPub Inside Gtl NWAmes Norm
## 295 Lvl AllPub Inside Gtl NWAmes Norm
## 296 Lvl AllPub Inside Gtl NAmes Norm
## 297 Lvl AllPub Inside Gtl NAmes Norm
## 298 Lvl AllPub Corner Gtl NAmes Norm
## 299 Lvl AllPub Corner Gtl NAmes Norm
## 300 Lvl AllPub Inside Gtl NAmes Norm
## 301 Lvl AllPub Inside Gtl NAmes Norm
## 302 Lvl AllPub Corner Gtl NAmes Norm
## 303 Lvl AllPub Corner Gtl NAmes Norm
## 304 Lvl AllPub Inside Gtl NAmes Norm
## 305 Lvl AllPub Inside Gtl NAmes Feedr
## 306 Lvl AllPub Corner Gtl NAmes Norm
## 307 Lvl AllPub Inside Gtl NAmes Norm
## 308 Lvl AllPub Inside Gtl NAmes Norm
## 309 Lvl AllPub Inside Gtl NAmes Norm
## 310 Lvl AllPub Inside Gtl NAmes Norm
## 311 Lvl AllPub Inside Gtl NAmes Norm
## 312 Lvl AllPub Inside Gtl NAmes Norm
## 313 Lvl AllPub Corner Gtl NAmes Norm
## 314 Lvl AllPub Inside Gtl NAmes Norm
## 315 Lvl AllPub CulDSac Gtl NAmes Norm
## 316 Lvl AllPub Corner Gtl NAmes Norm
## 317 Lvl AllPub Corner Gtl NAmes Norm
## 318 Lvl AllPub Inside Gtl NAmes Norm
## 319 Lvl AllPub Inside Gtl NAmes Norm
## 320 Lvl AllPub Corner Gtl NAmes Artery
## 321 Lvl AllPub Inside Gtl NAmes Norm
## 322 Lvl AllPub Inside Gtl OldTown Norm
## 323 Lvl AllPub Inside Gtl OldTown Norm
## 324 Lvl AllPub Corner Gtl OldTown Norm
## 325 Lvl AllPub Inside Gtl OldTown Norm
## 326 Lvl AllPub Inside Gtl OldTown Norm
## 327 Lvl AllPub Corner Gtl OldTown Artery
## 328 Lvl AllPub Inside Gtl OldTown Artery
## 329 Lvl AllPub Inside Gtl OldTown Norm
## 330 Lvl AllPub Corner Gtl OldTown Norm
## 331 Lvl AllPub Corner Gtl NAmes Artery
## 332 Lvl AllPub Inside Gtl NAmes Norm
## 333 Lvl AllPub Inside Gtl NAmes Norm
## 334 Lvl AllPub Inside Gtl NAmes Norm
## 335 Lvl AllPub Corner Gtl NAmes Norm
## 336 HLS AllPub Inside Mod NAmes Norm
## 337 Lvl AllPub Inside Gtl NAmes Artery
## 338 Lvl AllPub Inside Gtl NAmes Norm
## 339 Lvl AllPub Corner Gtl NAmes Norm
## 340 Lvl AllPub Inside Gtl NAmes Norm
## 341 Lvl AllPub Inside Gtl NAmes Artery
## 342 Lvl AllPub Corner Gtl NAmes Artery
## 343 Lvl AllPub Corner Gtl NAmes Norm
## 344 Lvl AllPub Inside Gtl NAmes Norm
## 345 Lvl AllPub Inside Gtl NAmes Norm
## 346 Lvl AllPub Inside Gtl OldTown Norm
## 347 Lvl AllPub Inside Gtl OldTown Norm
## 348 Lvl AllPub Inside Gtl OldTown Norm
## 349 Lvl AllPub Corner Gtl OldTown Norm
## 350 Lvl AllPub Inside Gtl OldTown Norm
## 351 Lvl AllPub Corner Gtl OldTown Artery
## 352 Lvl AllPub Inside Gtl OldTown Norm
## 353 Lvl AllPub Inside Gtl OldTown Norm
## 354 Lvl AllPub Corner Gtl OldTown Norm
## 355 Lvl AllPub Corner Gtl OldTown Norm
## 356 Lvl AllPub Inside Gtl OldTown Norm
## 357 Lvl AllPub Inside Gtl OldTown Norm
## 358 Lvl AllPub Corner Gtl OldTown Artery
## 359 Lvl AllPub Inside Gtl OldTown Norm
## 360 Lvl AllPub Inside Gtl OldTown Norm
## 361 Lvl AllPub Inside Gtl OldTown Norm
## 362 Lvl AllPub Inside Gtl OldTown Norm
## 363 Lvl AllPub Corner Gtl IDOTRR Norm
## 364 Lvl AllPub Inside Gtl BrkSide Norm
## 365 Lvl AllPub Inside Gtl BrkSide RRAn
## 366 Lvl AllPub Corner Gtl BrkSide Norm
## 367 Lvl AllPub Inside Gtl BrkSide Norm
## 368 Lvl AllPub Inside Gtl BrkSide Norm
## 369 Lvl AllPub Inside Gtl BrkSide Norm
## 370 Lvl AllPub Inside Gtl OldTown Norm
## 371 Lvl AllPub Inside Gtl OldTown Norm
## 372 Bnk AllPub Inside Gtl OldTown Norm
## 373 Lvl AllPub Inside Gtl IDOTRR Norm
## 374 Bnk AllPub Corner Mod OldTown Feedr
## 375 Bnk AllPub Corner Gtl OldTown Feedr
## 376 Lvl AllPub Corner Gtl IDOTRR Norm
## 377 Lvl AllPub Inside Gtl IDOTRR Norm
## 378 Bnk AllPub Inside Gtl IDOTRR Artery
## 379 Lvl AllPub Inside Gtl Sawyer Norm
## 380 Lvl AllPub Inside Gtl Edwards Norm
## 381 Lvl AllPub Inside Gtl Edwards Norm
## 382 Lvl AllPub Inside Gtl Edwards Norm
## 383 Lvl AllPub Inside Gtl Sawyer Norm
## 384 Lvl AllPub CulDSac Gtl Sawyer Norm
## 385 Lvl AllPub Inside Gtl Sawyer Norm
## 386 Lvl AllPub Inside Gtl Sawyer Norm
## 387 Lvl AllPub Inside Gtl ClearCr Norm
## 388 Lvl AllPub Corner Gtl Sawyer Norm
## 389 Lvl AllPub CulDSac Gtl Edwards Norm
## 390 Lvl AllPub Inside Gtl Edwards Norm
## 391 Bnk AllPub Inside Gtl Edwards Norm
## 392 Lvl AllPub Inside Gtl Edwards Norm
## 393 Lvl AllPub Inside Gtl Edwards Norm
## 394 Lvl AllPub Inside Gtl SawyerW Feedr
## 395 Lvl AllPub Inside Gtl SawyerW Norm
## 396 Lvl AllPub Corner Gtl SawyerW Norm
## 397 Bnk AllPub FR2 Gtl SawyerW Feedr
## 398 Lvl AllPub Inside Gtl SawyerW Feedr
## 399 Bnk AllPub Inside Gtl SawyerW Norm
## 400 Lvl AllPub Inside Gtl SawyerW Feedr
## 401 Bnk AllPub Inside Gtl SawyerW Norm
## 402 Lvl AllPub Inside Gtl SawyerW Norm
## 403 Lvl AllPub Inside Gtl SawyerW Feedr
## 404 Lvl AllPub Inside Gtl SawyerW Feedr
## 405 Lvl AllPub Inside Gtl CollgCr Norm
## 406 Lvl AllPub Inside Gtl CollgCr Norm
## 407 Lvl AllPub Inside Gtl CollgCr Norm
## 408 Lvl AllPub Inside Gtl CollgCr Norm
## 409 Lvl AllPub Inside Gtl CollgCr Norm
## 410 Lvl AllPub Corner Gtl CollgCr Norm
## 411 Lvl AllPub Inside Gtl CollgCr Norm
## 412 Lvl AllPub Inside Gtl CollgCr Norm
## 413 HLS AllPub CulDSac Mod ClearCr Norm
## 414 Low AllPub Inside Mod CollgCr Norm
## 415 Low AllPub Inside Gtl CollgCr PosN
## 416 Lvl AllPub Inside Gtl CollgCr Norm
## 417 Lvl AllPub Inside Gtl CollgCr Norm
## 418 Lvl AllPub Inside Gtl CollgCr Norm
## 419 Lvl AllPub CulDSac Gtl CollgCr Norm
## 420 Lvl AllPub Inside Gtl CollgCr Norm
## 421 Lvl AllPub Corner Gtl CollgCr Norm
## 422 Lvl AllPub Inside Gtl CollgCr Norm
## 423 Lvl AllPub Inside Gtl CollgCr Norm
## 424 Lvl AllPub Corner Gtl CollgCr Norm
## 425 Lvl AllPub FR3 Gtl CollgCr Feedr
## 426 Lvl AllPub Inside Gtl CollgCr Norm
## 427 Lvl AllPub Inside Gtl CollgCr Norm
## 428 Lvl AllPub Inside Gtl CollgCr Norm
## 429 Lvl AllPub Corner Gtl CollgCr Norm
## 430 Lvl AllPub Inside Gtl Edwards Norm
## 431 Lvl AllPub Inside Gtl Edwards Norm
## 432 HLS AllPub Inside Mod Edwards Norm
## 433 Lvl AllPub Inside Gtl Edwards Norm
## 434 Lvl AllPub Inside Gtl Edwards Norm
## 435 Lvl AllPub Inside Gtl Edwards Norm
## 436 Lvl AllPub Inside Gtl Edwards Norm
## 437 Lvl AllPub Corner Gtl SWISU Norm
## 438 Bnk AllPub Inside Gtl SWISU Feedr
## 439 Lvl AllPub Inside Gtl Crawfor Norm
## 440 Lvl AllPub Inside Gtl Crawfor Norm
## 441 HLS AllPub Inside Mod Crawfor Norm
## 442 HLS AllPub Inside Gtl Crawfor Norm
## 443 HLS AllPub Corner Gtl Crawfor Norm
## 444 Lvl AllPub Inside Gtl Crawfor Feedr
## 445 Lvl AllPub Inside Gtl Crawfor Norm
## 446 Bnk AllPub Inside Gtl Crawfor Norm
## 447 Bnk AllPub Corner Mod Crawfor PosA
## 448 Lvl AllPub Inside Gtl Blueste Norm
## 449 Lvl AllPub Inside Gtl Blueste Norm
## 450 Lvl AllPub Inside Gtl Blueste Norm
## 451 Lvl AllPub Inside Gtl Crawfor Norm
## 452 Bnk AllPub Inside Gtl Crawfor Norm
## 453 Bnk AllPub Inside Gtl IDOTRR Norm
## 454 Lvl AllPub Inside Gtl IDOTRR Norm
## 455 HLS AllPub Inside Mod Crawfor Norm
## 456 Lvl <NA> Inside Gtl IDOTRR Norm
## 457 Lvl AllPub Inside Gtl Mitchel Norm
## 458 Lvl AllPub Inside Gtl Mitchel Norm
## 459 Bnk AllPub Inside Gtl Mitchel Norm
## 460 Lvl AllPub Inside Gtl Mitchel Norm
## 461 HLS AllPub Corner Gtl Timber Norm
## 462 HLS AllPub Corner Gtl Timber Norm
## 463 Lvl AllPub CulDSac Gtl Timber Norm
## 464 Lvl AllPub Corner Gtl Timber Norm
## 465 Lvl AllPub Corner Gtl Timber Norm
## 466 HLS AllPub Inside Gtl Timber Norm
## 467 Lvl AllPub Inside Gtl Mitchel Norm
## 468 Lvl AllPub Inside Mod Mitchel Norm
## 469 Lvl AllPub Inside Gtl Mitchel Norm
## 470 Lvl AllPub Inside Gtl Mitchel Norm
## 471 Lvl AllPub Inside Gtl Mitchel Norm
## 472 Lvl AllPub Inside Gtl Mitchel Norm
## 473 Lvl AllPub Inside Mod Mitchel Norm
## 474 Lvl AllPub Inside Gtl Gilbert Norm
## 475 Lvl AllPub Inside Gtl Gilbert Norm
## 476 Lvl AllPub Inside Gtl Gilbert Norm
## 477 Lvl AllPub Corner Gtl Gilbert Norm
## 478 Lvl AllPub Inside Gtl Gilbert Norm
## 479 Lvl AllPub Corner Gtl StoneBr Norm
## 480 HLS AllPub Inside Gtl StoneBr Norm
## 481 Lvl AllPub Corner Gtl Gilbert Norm
## 482 Lvl AllPub FR3 Gtl Gilbert Norm
## 483 HLS AllPub Inside Mod StoneBr Norm
## 484 HLS AllPub Corner Gtl StoneBr Norm
## 485 HLS AllPub CulDSac Gtl StoneBr Norm
## 486 Bnk <NA> FR2 Gtl Gilbert Feedr
## 487 HLS AllPub Inside Gtl StoneBr PosN
## 488 Lvl AllPub Inside Gtl Gilbert Norm
## 489 Lvl AllPub Inside Gtl NWAmes Norm
## 490 Lvl AllPub Inside Gtl NWAmes Norm
## 491 Lvl AllPub CulDSac Gtl NWAmes Norm
## 492 Lvl AllPub Inside Gtl NWAmes Norm
## 493 Lvl AllPub Corner Gtl NWAmes Norm
## 494 Lvl AllPub Inside Gtl NWAmes Norm
## 495 Lvl AllPub Inside Gtl NWAmes Norm
## 496 Lvl AllPub Corner Gtl NWAmes Norm
## 497 Lvl AllPub Inside Gtl NWAmes Norm
## 498 Lvl AllPub FR3 Gtl NWAmes Norm
## 499 Lvl AllPub FR2 Gtl NAmes Norm
## 500 Lvl AllPub FR2 Gtl NAmes Norm
## 501 Lvl AllPub Inside Gtl NAmes Norm
## 502 Lvl AllPub Inside Gtl BrDale Norm
## 503 Lvl AllPub Inside Gtl BrDale Norm
## 504 Lvl AllPub Inside Gtl BrDale Norm
## 505 Lvl AllPub FR2 Gtl NPkVill Norm
## 506 Lvl AllPub Inside Gtl NPkVill Norm
## 507 Lvl AllPub Inside Gtl NridgHt Norm
## 508 Lvl AllPub Inside Gtl NridgHt Norm
## 509 Lvl AllPub Inside Gtl NridgHt Norm
## 510 Lvl AllPub Inside Gtl NridgHt Norm
## 511 Lvl AllPub Inside Gtl NridgHt PosN
## 512 Lvl AllPub Inside Gtl NridgHt Norm
## 513 Lvl AllPub Inside Gtl NridgHt Norm
## 514 Lvl AllPub Inside Gtl NridgHt Norm
## 515 HLS AllPub Inside Mod NridgHt Norm
## 516 Lvl AllPub Corner Gtl NridgHt Norm
## 517 Lvl AllPub Inside Gtl NridgHt Norm
## 518 Lvl AllPub Corner Gtl NridgHt Norm
## 519 Lvl AllPub Inside Gtl NridgHt Norm
## 520 Lvl AllPub Corner Gtl NridgHt Norm
## 521 Lvl AllPub Inside Gtl NridgHt Norm
## 522 Lvl AllPub Inside Gtl NridgHt Norm
## 523 Lvl AllPub Inside Gtl NridgHt Norm
## 524 Lvl AllPub Inside Gtl NridgHt Norm
## 525 Lvl AllPub Inside Gtl Blmngtn Norm
## 526 Lvl AllPub Inside Gtl Blmngtn Norm
## 527 Lvl AllPub Inside Gtl Blmngtn Norm
## 528 Lvl AllPub Inside Gtl Gilbert Norm
## 529 Lvl AllPub Inside Gtl Gilbert Norm
## 530 Lvl AllPub Inside Gtl Gilbert Norm
## 531 Lvl AllPub Inside Gtl NridgHt Norm
## 532 Lvl AllPub Inside Gtl Gilbert Norm
## 533 Lvl AllPub Inside Gtl Gilbert RRAn
## 534 Lvl AllPub FR2 Gtl Gilbert RRAn
## 535 Lvl AllPub Inside Gtl Gilbert Norm
## 536 Lvl AllPub Inside Gtl NoRidge Norm
## 537 Lvl AllPub FR2 Gtl NoRidge Norm
## 538 Lvl AllPub Inside Gtl NoRidge Norm
## 539 Lvl AllPub CulDSac Gtl NoRidge Norm
## 540 Lvl AllPub CulDSac Gtl NoRidge Norm
## 541 Lvl AllPub Inside Gtl NoRidge Norm
## 542 Lvl AllPub Inside Gtl Somerst RRAn
## 543 Lvl AllPub Inside Gtl Somerst Norm
## 544 Lvl AllPub Inside Gtl Somerst Norm
## 545 Lvl AllPub Corner Gtl Somerst Feedr
## 546 Lvl AllPub Inside Gtl Somerst Norm
## 547 Lvl AllPub Inside Gtl Somerst Norm
## 548 Lvl AllPub Inside Gtl Somerst Norm
## 549 Lvl AllPub Inside Gtl SawyerW Norm
## 550 Lvl AllPub FR2 Gtl SawyerW Norm
## 551 Lvl AllPub Inside Gtl SawyerW RRAe
## 552 Lvl AllPub Corner Gtl SawyerW Norm
## 553 Lvl AllPub Inside Gtl SawyerW Norm
## 554 Lvl AllPub Inside Gtl SawyerW Norm
## 555 Lvl AllPub CulDSac Gtl SawyerW Norm
## 556 Lvl AllPub Inside Gtl SawyerW Norm
## 557 Lvl AllPub Corner Gtl SawyerW Norm
## 558 Lvl AllPub Inside Gtl Sawyer RRAe
## 559 Lvl AllPub Inside Gtl Sawyer Feedr
## 560 Lvl AllPub Inside Gtl Sawyer RRAe
## 561 Lvl AllPub Inside Gtl Sawyer Norm
## 562 Lvl AllPub Inside Gtl Veenker Norm
## 563 Lvl AllPub Corner Gtl Sawyer Feedr
## 564 Lvl AllPub Inside Gtl NoRidge Norm
## 565 Lvl AllPub Inside Gtl NoRidge Norm
## 566 Lvl AllPub Corner Gtl Somerst Norm
## 567 Lvl AllPub Inside Gtl Somerst Norm
## 568 Lvl AllPub Inside Gtl Somerst Norm
## 569 Lvl AllPub Inside Gtl Somerst Norm
## 570 Lvl AllPub Inside Gtl Somerst Norm
## 571 Lvl AllPub Inside Gtl Somerst Norm
## 572 Lvl AllPub Inside Gtl Somerst Norm
## 573 Lvl AllPub Inside Gtl Somerst Norm
## 574 Lvl AllPub Inside Gtl Somerst Norm
## 575 Lvl AllPub Corner Gtl Somerst Norm
## 576 Lvl AllPub Inside Gtl Somerst Norm
## 577 Lvl AllPub Inside Gtl Somerst Norm
## 578 Lvl AllPub Inside Gtl Somerst Norm
## 579 Lvl AllPub CulDSac Gtl Veenker Norm
## 580 Lvl AllPub CulDSac Gtl Veenker Norm
## 581 Lvl AllPub Inside Gtl Veenker Norm
## 582 Lvl AllPub Inside Gtl Somerst Norm
## 583 Lvl AllPub Inside Gtl NWAmes Norm
## 584 Lvl AllPub Inside Gtl NWAmes Norm
## 585 Lvl AllPub CulDSac Gtl NWAmes Norm
## 586 Lvl AllPub Inside Gtl NWAmes RRAn
## 587 Lvl AllPub Inside Gtl NAmes Feedr
## 588 Lvl AllPub Inside Gtl NAmes Norm
## 589 Lvl AllPub Inside Gtl NAmes Norm
## 590 Lvl AllPub Inside Gtl NWAmes Norm
## 591 Lvl AllPub Inside Gtl NAmes Norm
## 592 Lvl AllPub Corner Gtl NAmes Norm
## 593 Lvl AllPub Corner Gtl NAmes Norm
## 594 Bnk AllPub Inside Mod BrkSide RRAn
## 595 Lvl AllPub Inside Gtl NAmes Norm
## 596 Lvl AllPub Inside Gtl NAmes Norm
## 597 Lvl AllPub Inside Gtl NAmes Artery
## 598 Lvl AllPub Inside Gtl NAmes Norm
## 599 Lvl AllPub Inside Gtl NAmes Norm
## 600 Lvl AllPub Inside Gtl NAmes Norm
## 601 Lvl AllPub Inside Gtl NAmes Feedr
## 602 Lvl AllPub Inside Gtl NAmes Norm
## 603 Lvl AllPub Inside Gtl NAmes Norm
## 604 Lvl AllPub Corner Gtl NAmes Norm
## 605 Lvl AllPub Inside Sev NAmes Norm
## 606 Lvl AllPub Inside Gtl NAmes Norm
## 607 Lvl AllPub Inside Gtl NAmes Norm
## 608 Lvl AllPub Inside Gtl NAmes Norm
## 609 Lvl AllPub Inside Gtl OldTown Norm
## 610 Lvl AllPub Corner Gtl OldTown Norm
## 611 Lvl AllPub Corner Gtl OldTown Norm
## 612 Lvl AllPub Inside Gtl OldTown Norm
## 613 Lvl AllPub Corner Gtl NAmes Feedr
## 614 Lvl AllPub Corner Gtl NAmes Norm
## 615 Lvl AllPub Inside Gtl NAmes Norm
## 616 Lvl AllPub Inside Gtl NAmes Norm
## 617 Lvl AllPub Inside Gtl NAmes Norm
## 618 Lvl AllPub Inside Gtl NAmes Norm
## 619 Lvl AllPub Inside Gtl NAmes Artery
## 620 Lvl AllPub Corner Gtl NAmes Feedr
## 621 Lvl AllPub Inside Gtl NAmes Norm
## 622 Lvl AllPub Corner Gtl NAmes Artery
## 623 Lvl AllPub Inside Gtl NAmes Norm
## 624 Lvl AllPub Inside Gtl NAmes Norm
## 625 Lvl AllPub Inside Gtl NAmes PosN
## 626 Bnk AllPub Inside Gtl OldTown Artery
## 627 Lvl AllPub Inside Gtl OldTown Artery
## 628 Lvl AllPub Inside Gtl OldTown Norm
## 629 Lvl AllPub Corner Gtl OldTown Norm
## 630 Lvl AllPub Inside Gtl OldTown Norm
## 631 Lvl AllPub Inside Gtl OldTown Norm
## 632 Lvl AllPub Inside Gtl OldTown Norm
## 633 Lvl AllPub Corner Gtl OldTown Artery
## 634 Lvl AllPub Inside Gtl OldTown Norm
## 635 Lvl AllPub Inside Gtl OldTown Norm
## 636 Lvl AllPub Inside Gtl OldTown Norm
## 637 Lvl AllPub Inside Gtl OldTown Norm
## 638 Lvl AllPub Corner Gtl OldTown Norm
## 639 Lvl AllPub Corner Gtl OldTown Norm
## 640 Lvl AllPub Inside Gtl OldTown Norm
## 641 Lvl AllPub Inside Gtl OldTown Norm
## 642 Lvl AllPub Corner Gtl OldTown Artery
## 643 Lvl AllPub Corner Gtl OldTown Norm
## 644 Lvl AllPub Inside Gtl OldTown Norm
## 645 Lvl AllPub Corner Gtl OldTown Norm
## 646 Lvl AllPub Inside Gtl OldTown Norm
## 647 Lvl AllPub Inside Gtl OldTown Norm
## 648 Lvl AllPub Inside Gtl OldTown Norm
## 649 Lvl AllPub Inside Gtl OldTown Norm
## 650 Bnk AllPub Inside Gtl BrkSide Norm
## 651 Bnk AllPub Corner Gtl BrkSide RRAn
## 652 Lvl AllPub Inside Gtl BrkSide Norm
## 653 Lvl AllPub Inside Gtl BrkSide Feedr
## 654 Lvl AllPub Corner Gtl BrkSide Feedr
## 655 Lvl AllPub Inside Gtl BrkSide Norm
## 656 HLS AllPub Inside Gtl BrkSide Norm
## 657 Lvl AllPub Inside Gtl BrkSide Norm
## 658 Lvl AllPub Inside Gtl BrkSide Norm
## 659 Bnk AllPub Inside Mod BrkSide Norm
## 660 Lvl AllPub FR2 Gtl BrkSide Feedr
## 661 Lvl AllPub FR3 Gtl BrkSide Feedr
## 662 Lvl AllPub Inside Gtl BrkSide Norm
## 663 Lvl AllPub Inside Gtl BrkSide Norm
## 664 Lvl AllPub Inside Gtl BrkSide Norm
## 665 Lvl AllPub Inside Gtl OldTown Artery
## 666 Lvl AllPub Inside Gtl BrkSide Norm
## 667 Lvl AllPub Inside Gtl OldTown Norm
## 668 Lvl AllPub Inside Gtl OldTown Norm
## 669 Lvl AllPub Inside Gtl IDOTRR RRNe
## 670 Lvl AllPub Inside Gtl IDOTRR Norm
## 671 Bnk AllPub Inside Gtl IDOTRR Norm
## 672 Lvl AllPub Inside Gtl IDOTRR Norm
## 673 Lvl AllPub Corner Gtl IDOTRR Norm
## 674 Lvl AllPub Inside Gtl IDOTRR Norm
## 675 Lvl AllPub Inside Gtl IDOTRR RRNe
## 676 Lvl AllPub Inside Gtl IDOTRR Norm
## 677 Lvl AllPub Inside Gtl Sawyer Feedr
## 678 Lvl AllPub Corner Gtl Sawyer Feedr
## 679 Lvl AllPub Inside Gtl Sawyer Norm
## 680 Lvl AllPub Inside Gtl Sawyer Norm
## 681 Lvl AllPub CulDSac Gtl Sawyer Norm
## 682 Lvl AllPub Corner Gtl Sawyer Norm
## 683 Lvl AllPub CulDSac Gtl Sawyer Norm
## 684 Lvl AllPub Inside Gtl Sawyer Feedr
## 685 Lvl AllPub Inside Gtl Sawyer Feedr
## 686 Lvl AllPub Inside Gtl Sawyer PosA
## 687 Lvl AllPub Corner Gtl ClearCr Norm
## 688 Lvl AllPub Corner Gtl Sawyer Norm
## 689 Lvl AllPub Inside Gtl Sawyer Norm
## 690 Lvl AllPub CulDSac Gtl ClearCr Norm
## 691 Lvl AllPub Inside Gtl Edwards Norm
## 692 Lvl AllPub Inside Gtl Edwards Norm
## 693 Lvl AllPub Inside Gtl Edwards Norm
## 694 Lvl AllPub Inside Gtl Edwards Norm
## 695 Lvl AllPub Corner Gtl Edwards Norm
## 696 Lvl AllPub Corner Gtl SawyerW Norm
## 697 Lvl AllPub Inside Gtl SawyerW Norm
## 698 Lvl AllPub CulDSac Gtl SawyerW Norm
## 699 Lvl AllPub Corner Gtl SawyerW Norm
## 700 Lvl AllPub Inside Gtl CollgCr Norm
## 701 Lvl AllPub Inside Gtl CollgCr Norm
## 702 Lvl AllPub Inside Gtl CollgCr Norm
## 703 Lvl AllPub Inside Gtl CollgCr PosN
## 704 Lvl AllPub Corner Gtl SawyerW Norm
## 705 Bnk AllPub CulDSac Gtl ClearCr Norm
## 706 Low AllPub Inside Mod CollgCr Norm
## 707 Lvl AllPub Inside Gtl CollgCr Norm
## 708 Lvl AllPub Corner Gtl CollgCr PosN
## 709 Lvl AllPub Inside Gtl CollgCr Norm
## 710 Lvl AllPub Inside Gtl CollgCr Norm
## 711 Lvl AllPub Inside Gtl CollgCr Norm
## 712 Lvl AllPub Inside Gtl CollgCr Norm
## 713 Lvl AllPub CulDSac Gtl CollgCr Norm
## 714 Lvl AllPub Inside Gtl CollgCr Norm
## 715 Lvl AllPub CulDSac Gtl CollgCr Norm
## 716 Lvl AllPub CulDSac Gtl CollgCr Norm
## 717 Lvl AllPub CulDSac Gtl CollgCr Norm
## 718 Lvl AllPub Inside Gtl CollgCr Norm
## 719 Lvl AllPub Inside Gtl CollgCr Norm
## 720 Lvl AllPub Corner Gtl CollgCr Norm
## 721 Lvl AllPub Inside Gtl CollgCr Norm
## 722 Lvl AllPub Corner Gtl CollgCr Norm
## 723 Lvl AllPub Inside Gtl CollgCr Norm
## 724 Lvl AllPub Inside Gtl Edwards Norm
## 725 Lvl AllPub Inside Gtl Edwards Norm
## 726 Lvl AllPub Inside Gtl Edwards Norm
## 727 Lvl AllPub CulDSac Gtl Edwards Norm
## 728 Lvl AllPub Inside Gtl Edwards Norm
## 729 Lvl AllPub Inside Gtl Edwards Norm
## 730 Lvl AllPub Corner Gtl Edwards Norm
## 731 Lvl AllPub Inside Gtl Edwards Norm
## 732 Lvl AllPub Inside Gtl Edwards Norm
## 733 Lvl AllPub Inside Gtl Edwards Norm
## 734 Lvl AllPub Inside Gtl Edwards Norm
## 735 Bnk AllPub Inside Mod Edwards Norm
## 736 Bnk AllPub Inside Mod Edwards Norm
## 737 Lvl AllPub Inside Gtl Edwards Norm
## 738 Lvl AllPub Corner Gtl SWISU Norm
## 739 Lvl AllPub Inside Gtl SWISU Norm
## 740 Bnk AllPub Inside Gtl Crawfor Norm
## 741 Lvl AllPub Inside Gtl Crawfor Norm
## 742 Lvl AllPub Corner Gtl Crawfor Norm
## 743 HLS AllPub Corner Gtl Crawfor Norm
## 744 HLS AllPub Inside Mod Crawfor Norm
## 745 HLS AllPub Inside Gtl Crawfor Feedr
## 746 Lvl AllPub Corner Gtl Crawfor Feedr
## 747 HLS AllPub Inside Mod Crawfor Norm
## 748 Bnk AllPub Inside Gtl Crawfor Norm
## 749 Lvl AllPub CulDSac Gtl Crawfor Norm
## 750 Lvl AllPub CulDSac Gtl Blueste Norm
## 751 Lvl AllPub Inside Gtl IDOTRR Norm
## 752 Lvl AllPub Inside Gtl IDOTRR Norm
## 753 Lvl AllPub Inside Gtl IDOTRR Norm
## 754 Lvl AllPub Inside Gtl IDOTRR Norm
## 755 Lvl AllPub Inside Gtl IDOTRR Norm
## 756 Lvl AllPub Inside Gtl IDOTRR Norm
## 757 Low AllPub Inside Mod IDOTRR Norm
## 758 Lvl AllPub Corner Gtl IDOTRR Feedr
## 759 Lvl AllPub Corner Gtl IDOTRR Feedr
## 760 Bnk AllPub Inside Gtl IDOTRR Norm
## 761 HLS AllPub Inside Mod Crawfor Norm
## 762 HLS AllPub Inside Mod Crawfor Norm
## 763 Lvl AllPub Inside Gtl Mitchel Norm
## 764 Lvl AllPub Inside Gtl Mitchel Norm
## 765 Lvl AllPub Inside Gtl Mitchel Norm
## 766 Lvl AllPub Inside Gtl Mitchel Norm
## 767 Lvl AllPub Inside Gtl Timber Norm
## 768 HLS AllPub Inside Gtl Timber Norm
## 769 HLS AllPub Corner Gtl Timber Norm
## 770 Lvl AllPub Inside Gtl Timber Norm
## 771 HLS AllPub Corner Gtl Timber Norm
## 772 Lvl AllPub Inside Gtl Timber Norm
## 773 Lvl AllPub Corner Gtl Timber Norm
## 774 Lvl AllPub Inside Gtl Timber Norm
## 775 Lvl AllPub Inside Gtl Timber Norm
## 776 HLS AllPub Inside Gtl Timber Norm
## 777 Lvl AllPub Inside Gtl Timber Norm
## 778 Lvl AllPub Corner Gtl Mitchel Norm
## 779 Lvl AllPub FR2 Gtl Mitchel Feedr
## 780 Lvl AllPub FR2 Gtl Mitchel Norm
## 781 Lvl AllPub Corner Gtl Mitchel Norm
## 782 Lvl AllPub Inside Gtl MeadowV Norm
## 783 Lvl AllPub Inside Gtl MeadowV Norm
## 784 Lvl AllPub Inside Gtl MeadowV Norm
## 785 Lvl AllPub Inside Gtl MeadowV Norm
## 786 Lvl AllPub Corner Gtl Mitchel Norm
## 787 Lvl AllPub Inside Gtl MeadowV Norm
## 788 Lvl AllPub Inside Gtl Mitchel Norm
## 789 Lvl AllPub Inside Gtl Mitchel Norm
## 790 Lvl AllPub Corner Gtl Mitchel Norm
## 791 Low AllPub Inside Gtl IDOTRR Norm
## 792 Lvl AllPub Inside Gtl NAmes Norm
## 793 HLS AllPub Inside Gtl Gilbert Norm
## 794 Lvl AllPub CulDSac Gtl Gilbert Norm
## 795 Lvl AllPub Inside Gtl Gilbert Norm
## 796 Lvl AllPub Inside Gtl Gilbert Norm
## 797 Lvl AllPub Inside Gtl Gilbert Norm
## 798 Lvl AllPub Corner Gtl Gilbert Norm
## 799 Lvl AllPub CulDSac Gtl Gilbert Norm
## 800 Lvl AllPub Inside Gtl Gilbert Norm
## 801 Lvl AllPub Inside Gtl StoneBr Norm
## 802 HLS AllPub Inside Gtl StoneBr Norm
## 803 Lvl AllPub Inside Gtl StoneBr Norm
## 804 Lvl AllPub CulDSac Gtl StoneBr PosN
## 805 Lvl AllPub FR2 Gtl Gilbert Norm
## 806 HLS AllPub Inside Gtl StoneBr Norm
## 807 HLS AllPub Inside Gtl StoneBr Norm
## 808 HLS AllPub Inside Gtl StoneBr PosA
## 809 Lvl AllPub Inside Gtl NWAmes Norm
## 810 Lvl AllPub Inside Gtl NWAmes Norm
## 811 Lvl AllPub Inside Gtl NWAmes Norm
## 812 Lvl AllPub Inside Gtl NWAmes PosA
## 813 Lvl AllPub FR2 Gtl NWAmes Norm
## 814 Lvl AllPub Inside Gtl NWAmes Norm
## 815 Lvl AllPub Inside Gtl NWAmes PosN
## 816 Lvl AllPub CulDSac Gtl NWAmes PosN
## 817 Lvl AllPub Inside Gtl NWAmes PosN
## 818 Lvl AllPub Inside Gtl NAmes Norm
## 819 Lvl AllPub Inside Gtl NAmes Norm
## 820 Lvl AllPub FR2 Gtl NAmes Norm
## 821 Lvl AllPub Inside Gtl NAmes Norm
## 822 Lvl AllPub FR2 Gtl NAmes Norm
## 823 Lvl AllPub Inside Gtl BrDale Norm
## 824 Lvl AllPub Inside Gtl BrDale Norm
## 825 Lvl AllPub Inside Gtl NPkVill Norm
## 826 Lvl AllPub Inside Gtl NAmes Norm
## 827 Lvl AllPub FR2 Gtl NridgHt Norm
## 828 Lvl AllPub Inside Gtl NridgHt Norm
## 829 Lvl AllPub Corner Gtl NridgHt Norm
## 830 Lvl AllPub Inside Gtl NridgHt Norm
## 831 Lvl AllPub Inside Gtl NridgHt Norm
## 832 Lvl AllPub Inside Gtl NridgHt Norm
## 833 Lvl AllPub Inside Gtl NridgHt Norm
## 834 Lvl AllPub CulDSac Gtl NridgHt Norm
## 835 Lvl AllPub CulDSac Gtl NridgHt Norm
## 836 Lvl AllPub Corner Gtl NridgHt Norm
## 837 Lvl AllPub Inside Gtl NridgHt Norm
## 838 HLS AllPub Corner Mod NridgHt Norm
## 839 Lvl AllPub Inside Gtl NridgHt Norm
## 840 Lvl AllPub Inside Gtl NridgHt Norm
## 841 Lvl AllPub Inside Gtl NridgHt Norm
## 842 Lvl AllPub Inside Gtl NridgHt Norm
## 843 Lvl AllPub Inside Gtl NridgHt Norm
## 844 Lvl AllPub Corner Gtl NridgHt Norm
## 845 Lvl AllPub Inside Gtl NridgHt Norm
## 846 Lvl AllPub Inside Gtl NridgHt Norm
## 847 Lvl AllPub Inside Gtl NridgHt Norm
## 848 Lvl AllPub Inside Gtl NridgHt Norm
## 849 Lvl AllPub Inside Gtl NridgHt Norm
## 850 Lvl AllPub Inside Gtl NridgHt Norm
## 851 Lvl AllPub Inside Gtl NridgHt Norm
## 852 Lvl AllPub Inside Gtl Gilbert RRAn
## 853 Lvl AllPub Inside Gtl Gilbert RRAn
## 854 Lvl AllPub Inside Gtl Gilbert RRAn
## 855 Lvl AllPub Inside Gtl Gilbert Norm
## 856 Lvl AllPub Inside Gtl Gilbert Norm
## 857 Lvl AllPub Corner Gtl Gilbert Norm
## 858 Lvl AllPub Inside Gtl Gilbert Norm
## 859 Lvl AllPub Inside Gtl Gilbert Norm
## 860 Lvl AllPub Inside Gtl Gilbert Norm
## 861 Lvl AllPub Inside Gtl Blmngtn Norm
## 862 Lvl AllPub Inside Gtl Blmngtn Norm
## 863 Lvl AllPub Inside Gtl Gilbert Norm
## 864 Lvl AllPub Corner Gtl Gilbert Norm
## 865 Lvl AllPub Inside Gtl Gilbert Norm
## 866 Lvl AllPub Corner Gtl Gilbert Norm
## 867 Lvl AllPub Inside Gtl Gilbert Norm
## 868 Lvl AllPub Inside Gtl Gilbert Norm
## 869 Lvl AllPub Inside Gtl Gilbert Norm
## 870 Lvl AllPub Inside Gtl Gilbert Norm
## 871 Lvl AllPub Inside Gtl NoRidge Norm
## 872 Lvl AllPub Inside Gtl NoRidge Norm
## 873 Lvl AllPub Inside Gtl NoRidge Norm
## 874 Lvl AllPub Inside Gtl NoRidge Norm
## 875 Lvl AllPub Inside Gtl NoRidge Norm
## 876 Lvl AllPub Inside Gtl NoRidge Norm
## 877 Lvl AllPub Inside Gtl Somerst Feedr
## 878 Lvl AllPub Inside Gtl Somerst Feedr
## 879 Lvl AllPub Inside Gtl Somerst Norm
## 880 Lvl AllPub Inside Gtl Somerst Norm
## 881 Lvl AllPub FR2 Gtl Somerst Feedr
## 882 Lvl AllPub Inside Gtl Somerst Norm
## 883 Lvl AllPub Inside Gtl Somerst Norm
## 884 Lvl AllPub Inside Gtl Somerst Norm
## 885 Lvl AllPub Inside Gtl Somerst Norm
## 886 Lvl AllPub Inside Gtl Somerst Norm
## 887 Lvl AllPub Inside Gtl Somerst Norm
## 888 Lvl AllPub Inside Gtl Somerst Norm
## 889 Lvl AllPub Corner Gtl Somerst Norm
## 890 Lvl AllPub Inside Gtl Somerst Norm
## 891 Lvl AllPub Corner Gtl Somerst Norm
## 892 Lvl AllPub Corner Gtl Somerst Norm
## 893 Lvl AllPub Inside Gtl Somerst Norm
## 894 Lvl AllPub Inside Gtl SawyerW Norm
## 895 Lvl AllPub Inside Gtl SawyerW Norm
## 896 Lvl AllPub Inside Gtl SawyerW RRAe
## 897 Lvl AllPub Inside Gtl SawyerW Norm
## 898 Lvl AllPub Corner Gtl SawyerW Norm
## 899 Lvl AllPub Inside Gtl SawyerW Norm
## 900 Lvl AllPub Inside Gtl Sawyer Norm
## 901 Lvl AllPub Corner Gtl Sawyer Norm
## 902 Bnk AllPub Inside Gtl Veenker Norm
## 903 Lvl AllPub CulDSac Gtl Sawyer RRAe
## 904 Lvl AllPub CulDSac Gtl Sawyer RRAe
## 905 Lvl AllPub FR2 Gtl Somerst Norm
## 906 Lvl AllPub Inside Gtl Somerst Norm
## 907 Lvl AllPub Inside Gtl Somerst Norm
## 908 Lvl AllPub Inside Gtl Somerst Norm
## 909 Lvl AllPub Inside Gtl Somerst Norm
## 910 Lvl AllPub Inside Gtl Somerst Norm
## 911 Lvl AllPub Inside Gtl Somerst Norm
## 912 Lvl AllPub Inside Gtl Somerst Norm
## 913 Lvl AllPub Inside Gtl Somerst Norm
## 914 Lvl AllPub Inside Gtl Somerst Norm
## 915 Lvl AllPub FR2 Gtl Veenker Norm
## 916 Lvl AllPub Inside Gtl Veenker Norm
## 917 Lvl AllPub Inside Gtl Veenker Norm
## 918 Lvl AllPub Inside Gtl NWAmes RRAn
## 919 Lvl AllPub Inside Gtl NWAmes PosA
## 920 Lvl AllPub Inside Gtl NWAmes PosN
## 921 Lvl AllPub Corner Gtl NWAmes Norm
## 922 Lvl AllPub Corner Gtl NWAmes Norm
## 923 Lvl AllPub Inside Gtl NWAmes Norm
## 924 Lvl AllPub Inside Gtl NWAmes Norm
## 925 Lvl AllPub Corner Gtl NWAmes Norm
## 926 Lvl AllPub Inside Gtl NWAmes Norm
## 927 Lvl AllPub Inside Gtl NAmes Norm
## 928 Lvl AllPub Inside Gtl NAmes Norm
## 929 Lvl AllPub Inside Gtl NAmes Norm
## 930 Lvl AllPub CulDSac Gtl NAmes Norm
## 931 Lvl AllPub CulDSac Gtl NAmes Norm
## 932 Lvl AllPub Inside Gtl NAmes Norm
## 933 Lvl AllPub Inside Gtl NAmes Norm
## 934 Lvl AllPub Inside Gtl NAmes Norm
## 935 Lvl AllPub Inside Gtl NAmes Norm
## 936 Lvl AllPub Inside Gtl NAmes Norm
## 937 Lvl AllPub Corner Gtl NAmes Norm
## 938 Lvl AllPub Inside Gtl NAmes Norm
## 939 Lvl AllPub Inside Gtl BrkSide Norm
## 940 Lvl AllPub Inside Gtl BrkSide Feedr
## 941 Lvl AllPub Inside Gtl BrkSide RRAn
## 942 Lvl AllPub Inside Gtl NAmes Norm
## 943 Lvl AllPub Corner Gtl NAmes Norm
## 944 Lvl AllPub Inside Gtl NAmes Norm
## 945 Lvl AllPub Inside Gtl NAmes Norm
## 946 Lvl AllPub Inside Gtl NAmes Norm
## 947 Lvl AllPub Inside Gtl NAmes Norm
## 948 Lvl AllPub Corner Gtl NAmes Norm
## 949 Lvl AllPub Inside Gtl NAmes Norm
## 950 Lvl AllPub Inside Gtl NAmes Feedr
## 951 Lvl AllPub Inside Gtl NAmes Norm
## 952 Lvl AllPub Inside Gtl NAmes Norm
## 953 Lvl AllPub Inside Gtl NAmes Norm
## 954 Lvl AllPub Inside Gtl NAmes Norm
## 955 Lvl AllPub Inside Gtl NAmes Norm
## 956 Lvl AllPub Inside Gtl NAmes Norm
## 957 Lvl AllPub Inside Gtl NAmes Norm
## 958 Lvl AllPub Corner Gtl NAmes Norm
## 959 Lvl AllPub Inside Gtl NAmes Norm
## 960 Lvl AllPub Corner Gtl NAmes Norm
## 961 Lvl AllPub Inside Gtl NAmes Norm
## 962 Lvl AllPub Inside Gtl OldTown Artery
## 963 Lvl AllPub Inside Gtl OldTown Artery
## 964 Lvl AllPub Inside Gtl NAmes Norm
## 965 Lvl AllPub Inside Gtl NAmes Norm
## 966 Lvl AllPub Corner Gtl OldTown Norm
## 967 Lvl AllPub Inside Gtl OldTown Norm
## 968 Lvl AllPub Inside Gtl NAmes Norm
## 969 Lvl AllPub Inside Gtl NAmes Norm
## 970 Lvl AllPub Inside Gtl NAmes Norm
## 971 Lvl AllPub Inside Gtl NAmes Norm
## 972 Lvl AllPub Inside Gtl NAmes Norm
## 973 Lvl AllPub Inside Gtl NAmes Norm
## 974 Lvl AllPub Inside Gtl NAmes Norm
## 975 Lvl AllPub Inside Gtl NAmes Norm
## 976 Lvl AllPub Corner Gtl NAmes Feedr
## 977 Lvl AllPub Inside Gtl NAmes PosN
## 978 Lvl AllPub Inside Gtl NAmes Norm
## 979 Bnk AllPub Inside Gtl OldTown Artery
## 980 Lvl AllPub Inside Gtl OldTown Norm
## 981 Lvl AllPub Corner Gtl OldTown Artery
## 982 Lvl AllPub Inside Gtl OldTown Norm
## 983 Lvl AllPub Inside Gtl OldTown Norm
## 984 Lvl AllPub Corner Gtl OldTown Norm
## 985 Lvl AllPub Inside Gtl OldTown Norm
## 986 Lvl AllPub Inside Gtl OldTown Artery
## 987 Lvl AllPub Inside Gtl OldTown Norm
## 988 Lvl AllPub Inside Gtl OldTown Norm
## 989 Lvl AllPub Inside Gtl OldTown Norm
## 990 Lvl AllPub Inside Gtl OldTown Norm
## 991 Lvl AllPub Inside Gtl OldTown Norm
## 992 Lvl AllPub Corner Gtl OldTown Norm
## 993 Lvl AllPub Inside Gtl OldTown Norm
## 994 Lvl AllPub Inside Gtl OldTown Norm
## 995 Bnk AllPub Inside Mod BrkSide Norm
## 996 HLS AllPub Inside Gtl BrkSide RRNn
## 997 Lvl AllPub Inside Gtl BrkSide Norm
## 998 Lvl AllPub Inside Gtl BrkSide Norm
## 999 Lvl AllPub Inside Gtl BrkSide Norm
## 1000 Lvl AllPub Inside Gtl BrkSide Norm
## 1001 Lvl AllPub Inside Gtl BrkSide Norm
## 1002 Lvl AllPub Inside Gtl BrkSide Norm
## 1003 Lvl AllPub Inside Gtl BrkSide Norm
## 1004 Lvl AllPub Inside Gtl OldTown Norm
## 1005 Bnk AllPub Inside Gtl BrkSide Norm
## 1006 Lvl AllPub Inside Gtl BrkSide RRAn
## 1007 Lvl AllPub Corner Gtl OldTown Feedr
## 1008 Lvl AllPub Inside Gtl OldTown Norm
## 1009 Lvl AllPub Inside Gtl OldTown Norm
## 1010 Lvl AllPub Corner Gtl IDOTRR Norm
## 1011 Lvl AllPub Inside Gtl IDOTRR Norm
## 1012 Lvl AllPub Inside Gtl IDOTRR Norm
## 1013 Lvl AllPub Inside Gtl IDOTRR Norm
## 1014 Lvl AllPub Corner Gtl IDOTRR Artery
## 1015 Bnk AllPub Inside Gtl Sawyer Feedr
## 1016 Lvl AllPub Corner Gtl SWISU Norm
## 1017 Lvl AllPub Inside Gtl Sawyer Norm
## 1018 Lvl AllPub Inside Gtl Sawyer Norm
## 1019 Lvl AllPub Inside Gtl Sawyer Feedr
## 1020 Lvl AllPub Inside Gtl Sawyer Norm
## 1021 Lvl AllPub Inside Gtl Sawyer Norm
## 1022 Lvl AllPub FR3 Gtl Sawyer Feedr
## 1023 Lvl AllPub Inside Gtl Sawyer Norm
## 1024 Lvl AllPub Inside Gtl Sawyer Norm
## 1025 Lvl AllPub Corner Gtl Sawyer Feedr
## 1026 Bnk AllPub Inside Mod Sawyer PosA
## 1027 Lvl AllPub Inside Gtl Sawyer Feedr
## 1028 Lvl AllPub Inside Gtl Sawyer Norm
## 1029 Lvl AllPub Inside Gtl Sawyer Norm
## 1030 Lvl AllPub Corner Gtl Sawyer Feedr
## 1031 Lvl AllPub Inside Gtl Sawyer Norm
## 1032 Lvl AllPub Corner Gtl ClearCr Norm
## 1033 Lvl AllPub Corner Gtl Edwards Norm
## 1034 Lvl AllPub Inside Gtl Edwards Norm
## 1035 Lvl AllPub Inside Gtl Edwards Feedr
## 1036 Lvl AllPub Corner Gtl ClearCr Norm
## 1037 Lvl AllPub Inside Gtl Edwards Norm
## 1038 HLS AllPub Inside Gtl SWISU Norm
## 1039 Lvl AllPub CulDSac Gtl Edwards Norm
## 1040 Lvl AllPub Inside Mod Edwards Norm
## 1041 Lvl AllPub Inside Gtl Edwards Norm
## 1042 Lvl AllPub Inside Gtl Edwards Norm
## 1043 Lvl AllPub Inside Gtl Edwards Norm
## 1044 Lvl AllPub Inside Gtl SawyerW Feedr
## 1045 Lvl AllPub Inside Gtl SawyerW Norm
## 1046 Lvl AllPub Inside Gtl CollgCr Norm
## 1047 Lvl AllPub Inside Gtl CollgCr Norm
## 1048 Lvl AllPub Inside Gtl CollgCr Norm
## 1049 Lvl AllPub Inside Gtl CollgCr Norm
## 1050 Lvl AllPub Inside Gtl CollgCr Norm
## 1051 Lvl AllPub Inside Gtl CollgCr Norm
## 1052 Lvl AllPub Inside Gtl CollgCr Norm
## 1053 Lvl AllPub Inside Gtl SawyerW Norm
## 1054 Low AllPub Inside Sev ClearCr Norm
## 1055 Lvl AllPub CulDSac Gtl CollgCr Norm
## 1056 Lvl AllPub Inside Gtl CollgCr Norm
## 1057 Lvl AllPub Inside Gtl CollgCr Norm
## 1058 Low AllPub Inside Mod CollgCr Norm
## 1059 Lvl AllPub CulDSac Gtl CollgCr Norm
## 1060 Lvl AllPub CulDSac Gtl CollgCr Norm
## 1061 Lvl AllPub Inside Gtl CollgCr Norm
## 1062 Lvl AllPub Inside Gtl CollgCr Norm
## 1063 Bnk AllPub Inside Gtl CollgCr Norm
## 1064 Lvl AllPub Inside Gtl CollgCr Norm
## 1065 Lvl AllPub Inside Gtl CollgCr Norm
## 1066 Lvl AllPub CulDSac Gtl CollgCr Norm
## 1067 Lvl AllPub CulDSac Gtl CollgCr Norm
## 1068 Lvl AllPub Corner Gtl CollgCr Norm
## 1069 Lvl AllPub Inside Gtl CollgCr Norm
## 1070 Lvl AllPub Inside Gtl CollgCr Norm
## 1071 Lvl AllPub Inside Gtl CollgCr Norm
## 1072 Lvl AllPub Inside Gtl CollgCr Norm
## 1073 Lvl AllPub Inside Gtl CollgCr Norm
## 1074 Lvl AllPub Inside Gtl CollgCr Norm
## 1075 Lvl AllPub Inside Gtl CollgCr Norm
## 1076 Lvl AllPub Corner Gtl CollgCr Norm
## 1077 Lvl AllPub CulDSac Mod CollgCr Norm
## 1078 Lvl AllPub Inside Gtl CollgCr Norm
## 1079 Lvl AllPub FR2 Gtl CollgCr Norm
## 1080 Lvl AllPub Inside Gtl CollgCr Norm
## 1081 Lvl AllPub Inside Gtl CollgCr Norm
## 1082 Lvl AllPub Inside Gtl CollgCr Norm
## 1083 Low AllPub Inside Gtl Edwards Norm
## 1084 Lvl AllPub Inside Gtl Edwards Norm
## 1085 Lvl AllPub Inside Gtl Edwards Norm
## 1086 Lvl AllPub Inside Gtl Edwards Norm
## 1087 Lvl AllPub Inside Gtl Edwards Norm
## 1088 Lvl AllPub CulDSac Gtl Edwards Norm
## 1089 Lvl AllPub Inside Gtl Edwards Norm
## 1090 Bnk AllPub Inside Gtl Edwards Norm
## 1091 Lvl AllPub Inside Gtl Edwards Norm
## 1092 Lvl AllPub Inside Gtl Edwards Norm
## 1093 Lvl AllPub Corner Gtl Edwards Norm
## 1094 Lvl AllPub Inside Gtl Edwards Norm
## 1095 Bnk AllPub Corner Gtl Edwards Norm
## 1096 Lvl AllPub Inside Gtl Edwards Norm
## 1097 HLS AllPub Inside Gtl Edwards Norm
## 1098 Lvl AllPub Inside Gtl SWISU Norm
## 1099 Lvl AllPub Inside Gtl Crawfor Norm
## 1100 HLS AllPub Inside Gtl Crawfor Norm
## 1101 Lvl AllPub Inside Gtl Crawfor Norm
## 1102 Lvl AllPub Inside Gtl Crawfor Norm
## 1103 Lvl AllPub Inside Gtl Crawfor Norm
## 1104 Lvl AllPub Inside Gtl Crawfor Norm
## 1105 HLS AllPub Inside Gtl Crawfor Norm
## 1106 HLS AllPub Inside Gtl Crawfor Norm
## 1107 Lvl AllPub Inside Gtl Crawfor Norm
## 1108 Lvl AllPub CulDSac Gtl Crawfor Norm
## 1109 Lvl AllPub CulDSac Gtl Crawfor Norm
## 1110 Lvl AllPub Inside Gtl Blueste Norm
## 1111 Lvl AllPub Inside Gtl Crawfor Norm
## 1112 Bnk AllPub Inside Mod Blueste Norm
## 1113 Bnk AllPub Corner Gtl Crawfor Norm
## 1114 HLS AllPub CulDSac Gtl Crawfor Norm
## 1115 Lvl AllPub Corner Gtl IDOTRR Norm
## 1116 Lvl AllPub Inside Gtl IDOTRR Artery
## 1117 Lvl AllPub Inside Gtl IDOTRR Norm
## 1118 Lvl AllPub Inside Gtl IDOTRR Artery
## 1119 Lvl AllPub Corner Gtl IDOTRR Norm
## 1120 Lvl AllPub Inside Gtl IDOTRR Feedr
## 1121 Lvl AllPub Corner Gtl IDOTRR Norm
## 1122 Lvl AllPub Inside Gtl IDOTRR Norm
## 1123 HLS AllPub Inside Mod Crawfor Norm
## 1124 Bnk AllPub CulDSac Gtl Mitchel Norm
## 1125 Lvl AllPub Inside Gtl Mitchel Norm
## 1126 Lvl AllPub CulDSac Gtl Mitchel Norm
## 1127 Lvl AllPub CulDSac Gtl Mitchel Norm
## 1128 Lvl AllPub Inside Gtl Mitchel Norm
## 1129 Lvl AllPub Corner Gtl Mitchel Norm
## 1130 Lvl AllPub Inside Gtl Timber Norm
## 1131 Lvl AllPub Inside Gtl Timber Norm
## 1132 HLS AllPub Inside Gtl Timber Norm
## 1133 HLS AllPub Inside Gtl Timber Norm
## 1134 Lvl AllPub CulDSac Gtl Timber Norm
## 1135 Lvl AllPub Inside Gtl Timber Norm
## 1136 Lvl AllPub Inside Gtl Timber Norm
## 1137 Lvl AllPub Inside Gtl Timber Norm
## 1138 Lvl AllPub Inside Gtl Timber Norm
## 1139 HLS AllPub Inside Gtl Timber PosA
## 1140 Lvl AllPub Inside Gtl Mitchel Artery
## 1141 Lvl AllPub FR3 Gtl Mitchel Norm
## 1142 Lvl AllPub Inside Gtl MeadowV Norm
## 1143 Lvl AllPub Inside Gtl MeadowV Norm
## 1144 Lvl AllPub Inside Gtl MeadowV Norm
## 1145 Lvl AllPub Inside Gtl MeadowV Norm
## 1146 Lvl AllPub Inside Gtl Mitchel Norm
## 1147 Low AllPub Corner Mod Mitchel Norm
## 1148 Lvl AllPub Inside Gtl Mitchel Norm
## 1149 Lvl AllPub Corner Gtl Mitchel Norm
## 1150 Lvl AllPub Inside Gtl Mitchel Norm
## 1151 Lvl AllPub Inside Gtl Mitchel Norm
## 1152 Lvl AllPub Corner Gtl Mitchel Norm
## 1153 Lvl AllPub Inside Gtl Mitchel Norm
## 1154 Lvl AllPub Inside Gtl Mitchel Norm
## 1155 Lvl AllPub Inside Gtl NAmes Norm
## 1156 Lvl AllPub Inside Gtl NAmes Norm
## 1157 Lvl AllPub Corner Gtl NAmes Norm
## 1158 Low AllPub CulDSac Sev NAmes Norm
## 1159 Lvl AllPub Corner Gtl NAmes Norm
## 1160 Lvl AllPub Inside Gtl Gilbert Norm
## 1161 Lvl AllPub Inside Gtl Gilbert Norm
## 1162 Lvl AllPub Inside Gtl Gilbert Norm
## 1163 HLS AllPub CulDSac Gtl Gilbert Norm
## 1164 HLS AllPub CulDSac Gtl Gilbert Norm
## 1165 Lvl AllPub Inside Gtl StoneBr Norm
## 1166 Lvl AllPub Inside Gtl Gilbert Norm
## 1167 Lvl AllPub Inside Gtl StoneBr Norm
## 1168 HLS AllPub CulDSac Gtl StoneBr Norm
## 1169 HLS AllPub CulDSac Gtl StoneBr Norm
## 1170 HLS AllPub CulDSac Gtl StoneBr Norm
## 1171 Lvl AllPub CulDSac Gtl StoneBr Norm
## 1172 HLS AllPub Corner Gtl StoneBr Norm
## 1173 HLS AllPub Inside Gtl StoneBr Norm
## 1174 HLS AllPub Inside Gtl StoneBr Norm
## 1175 Lvl AllPub FR3 Gtl NWAmes Norm
## 1176 Lvl AllPub Inside Gtl NWAmes PosA
## 1177 Lvl AllPub Inside Gtl NWAmes Norm
## 1178 Lvl AllPub Inside Gtl Somerst RRAn
## 1179 Lvl AllPub Inside Gtl NWAmes Norm
## 1180 Lvl AllPub Inside Gtl NWAmes Norm
## 1181 Lvl AllPub Inside Gtl NAmes Norm
## 1182 Lvl AllPub FR2 Gtl NAmes Norm
## 1183 Lvl AllPub Inside Gtl BrDale Norm
## 1184 Lvl AllPub Inside Gtl BrDale Norm
## 1185 Lvl AllPub Inside Gtl BrDale Norm
## 1186 Lvl AllPub Inside Gtl BrDale Norm
## 1187 Lvl AllPub Inside Gtl BrDale Norm
## 1188 Lvl AllPub Inside Gtl NPkVill Norm
## 1189 Lvl AllPub Inside Gtl NAmes Norm
## 1190 Lvl AllPub FR2 Gtl NPkVill Norm
## 1191 Lvl AllPub Inside Gtl NPkVill Norm
## 1192 Lvl AllPub Inside Gtl NridgHt Norm
## 1193 Lvl AllPub Corner Gtl NridgHt Norm
## 1194 Lvl AllPub Corner Gtl NridgHt Norm
## 1195 HLS AllPub Corner Mod NridgHt Norm
## 1196 Lvl AllPub Corner Gtl NridgHt Norm
## 1197 Lvl AllPub Inside Gtl NridgHt Norm
## 1198 Lvl AllPub Corner Gtl NridgHt Norm
## 1199 Lvl AllPub Inside Gtl NridgHt Norm
## 1200 Lvl AllPub Inside Gtl NridgHt Norm
## 1201 Lvl AllPub Inside Gtl NridgHt Norm
## 1202 Lvl AllPub Corner Gtl NridgHt Norm
## 1203 Lvl AllPub Corner Gtl NridgHt Norm
## 1204 Lvl AllPub Inside Gtl NridgHt Norm
## Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt
## 1 Norm 1Fam 1Story 5 6 1961
## 2 Norm 1Fam 1Story 6 6 1958
## 3 Norm 1Fam 2Story 5 5 1997
## 4 Norm 1Fam 2Story 6 6 1998
## 5 Norm TwnhsE 1Story 8 5 1992
## 6 Norm 1Fam 2Story 6 5 1993
## 7 Norm 1Fam 1Story 6 7 1992
## 8 Norm 1Fam 2Story 6 5 1998
## 9 Norm 1Fam 1Story 7 5 1990
## 10 Norm 1Fam 1Story 4 5 1970
## 11 Norm TwnhsE 1Story 7 5 1999
## 12 Norm Twnhs 2Story 6 5 1971
## 13 Norm Twnhs 2Story 5 5 1971
## 14 Norm Twnhs 2Story 6 6 1975
## 15 Norm Twnhs 1Story 7 6 1975
## 16 Norm 1Fam 2Story 9 5 2009
## 17 Norm 1Fam 1Story 8 5 2009
## 18 Norm 1Fam 1Story 9 5 2005
## 19 Norm 1Fam 1Story 8 5 2005
## 20 Norm 1Fam 1Story 9 5 2003
## 21 Norm 1Fam 2Story 8 5 2002
## 22 Norm TwnhsE 1Story 8 5 2006
## 23 Norm 1Fam 1Story 6 5 2005
## 24 Norm TwnhsE 1Story 7 5 2006
## 25 Norm 1Fam SLvl 7 5 2004
## 26 Norm 1Fam 2Story 7 5 2004
## 27 Norm 1Fam 2Story 8 5 1998
## 28 Norm 1Fam 1Story 8 5 2005
## 29 Norm 1Fam 1Story 7 5 2009
## 30 Norm 1Fam 1Story 6 5 2005
## 31 Norm 1Fam 2Story 7 5 2004
## 32 Norm 1Fam 1Story 5 5 1920
## 33 Norm 1Fam 1Story 6 6 1974
## 34 Norm 1Fam 2Story 8 5 1993
## 35 Norm 1Fam 2Story 8 5 1992
## 36 Norm TwnhsE 1Story 7 5 2004
## 37 Norm TwnhsE 2Story 7 5 2004
## 38 Norm TwnhsE 2Story 7 5 2004
## 39 Norm Twnhs 2Story 7 5 2004
## 40 Norm Twnhs 2Story 6 5 2005
## 41 Norm TwnhsE 2Story 6 5 2000
## 42 Norm TwnhsE 2Story 7 5 2003
## 43 Norm 1Fam 1Story 8 5 2010
## 44 Norm 1Fam 2Story 8 5 2000
## 45 Norm 1Fam 1Story 7 5 2002
## 46 Norm 1Fam 1Story 6 6 1967
## 47 Norm 1Fam 2Story 6 5 1993
## 48 Norm 1Fam 1.5Fin 6 5 1978
## 49 Norm 1Fam 2Story 6 6 1971
## 50 Norm 1Fam 1Story 5 5 1966
## 51 Norm 1Fam 1Story 5 5 1966
## 52 Norm 1Fam 1Story 5 6 1967
## 53 Norm 1Fam SLvl 6 5 1964
## 54 Norm Duplex 1Story 5 6 1962
## 55 Norm 1Fam 1.5Fin 5 7 1952
## 56 Norm 1Fam 1.5Fin 6 6 1949
## 57 Norm 1Fam SFoyer 6 8 1966
## 58 Norm Duplex 1Story 5 5 1958
## 59 Norm 1Fam 1Story 7 5 2003
## 60 Norm 1Fam 1Story 5 5 1959
## 61 Norm 1Fam 1Story 5 5 1959
## 62 Norm 1Fam 1Story 6 5 1959
## 63 Norm 1Fam 1.5Fin 4 5 1956
## 64 Norm 1Fam 1Story 5 7 1952
## 65 Norm 1Fam 1Story 5 6 1955
## 66 Norm 2fmCon 1Story 5 5 1958
## 67 Norm 1Fam 1Story 4 7 1920
## 68 Norm 1Fam 1.5Fin 6 8 1948
## 69 Norm 1Fam 1Story 5 6 1960
## 70 Norm 1Fam 1Story 6 7 1963
## 71 Norm 1Fam 1.5Fin 4 5 1900
## 72 Norm 1Fam 1Story 5 7 1920
## 73 Norm 1Fam 1Story 5 7 1957
## 74 Norm 1Fam 1.5Fin 6 7 1938
## 75 Norm 1Fam 1.5Fin 5 7 1948
## 76 Norm 1Fam 1.5Fin 5 6 1920
## 77 Norm 1Fam 1Story 2 2 1923
## 78 Norm 1Fam 2Story 8 9 1900
## 79 Norm 1Fam 2Story 8 9 1890
## 80 Norm 2fmCon 2Story 5 3 1910
## 81 Norm 1Fam 2Story 6 7 1922
## 82 Feedr 1Fam 1.5Fin 5 6 1950
## 83 Norm 1Fam 2.5Unf 7 7 1922
## 84 Norm 1Fam 1Story 4 7 1925
## 85 Norm 1Fam 1.5Fin 6 7 1939
## 86 Norm 1Fam 1.5Fin 6 6 1940
## 87 Norm 1Fam 1.5Fin 5 6 1942
## 88 Norm 1Fam 1.5Fin 6 7 1948
## 89 Norm 1Fam 1.5Fin 5 7 1936
## 90 Norm 1Fam 1.5Fin 5 5 1930
## 91 Norm 1Fam 1Story 6 5 1923
## 92 Norm 1Fam 1.5Fin 4 5 1915
## 93 Norm 1Fam 2Story 6 8 1912
## 94 Norm 1Fam 2Story 6 8 1920
## 95 Norm 1Fam 1Story 5 5 1959
## 96 Norm 1Fam 1.5Fin 5 3 1917
## 97 Norm 2fmCon 1.5Fin 5 4 1915
## 98 Norm 1Fam 1.5Fin 6 5 1940
## 99 Norm 1Fam 2Story 4 1 1907
## 100 Norm 2fmCon 1.5Fin 5 7 1910
## 101 Norm Duplex 1Story 4 3 1967
## 102 Norm 1Fam 1Story 5 7 1966
## 103 Norm 1Fam 1Story 5 5 1968
## 104 Norm Duplex SFoyer 5 5 1978
## 105 Norm 1Fam 2Story 5 5 1968
## 106 Norm 1Fam 1Story 7 7 1977
## 107 Norm 1Fam 1Story 4 4 1927
## 108 Norm 1Fam 2Story 6 5 1978
## 109 Norm 1Fam 1.5Fin 3 4 1938
## 110 Norm 1Fam 1Story 6 7 1950
## 111 Norm 1Fam 1.5Fin 4 6 1947
## 112 Norm 1Fam 1Story 5 7 1954
## 113 Norm 1Fam 1Story 7 5 2009
## 114 Norm 1Fam 1Story 5 3 1964
## 115 Norm 1Fam 1Story 7 5 1987
## 116 Norm 1Fam 2Story 6 7 1993
## 117 Norm 1Fam 1Story 7 5 2010
## 118 Norm 1Fam 1.5Fin 6 8 1900
## 119 Norm 1Fam SFoyer 5 5 1996
## 120 Norm 1Fam 2Story 7 5 1997
## 121 Norm 1Fam 1Story 5 8 1977
## 122 Norm 1Fam 1Story 5 6 1972
## 123 Norm 1Fam 1Story 8 5 2003
## 124 Norm 1Fam 2Story 7 5 1997
## 125 Norm TwnhsE 1Story 6 5 2003
## 126 Norm 1Fam 1Story 3 6 1945
## 127 Norm 1Fam 1Story 5 6 1954
## 128 Norm 1Fam 1Story 5 6 1968
## 129 Norm 1Fam 1.5Fin 4 5 1948
## 130 Norm 1Fam SLvl 6 6 1975
## 131 Norm 1Fam 1Story 4 5 1958
## 132 Norm 1Fam 1Story 5 6 1924
## 133 Norm 1Fam 1Story 6 6 1939
## 134 Norm Duplex 2Story 4 6 1967
## 135 Norm 1Fam 1.5Fin 5 2 1931
## 136 Norm 1Fam 1.5Fin 7 6 1941
## 137 Norm Duplex 2Story 5 6 1950
## 138 Norm 1Fam SLvl 7 6 1994
## 139 Norm TwnhsE 1Story 8 6 1989
## 140 Norm TwnhsE 1Story 8 5 1989
## 141 Norm 1Fam 1Story 2 5 1941
## 142 Norm 1Fam 1.5Fin 6 5 1921
## 143 Norm 1Fam 1Story 4 7 1896
## 144 Norm TwnhsE 1Story 8 5 2004
## 145 Norm 1Fam 2Story 8 5 1998
## 146 Norm 1Fam SLvl 6 7 1977
## 147 Norm Duplex 1Story 6 5 1976
## 148 Norm 1Fam 1Story 7 5 2008
## 149 Norm 1Fam 1Story 7 5 2009
## 150 Norm 1Fam 2Story 5 5 2006
## 151 Norm 1Fam 1Story 5 5 1965
## 152 Norm 1Fam 1Story 5 5 2004
## 153 Norm 1Fam 1Story 5 5 1999
## 154 Norm Twnhs 1Story 5 6 1973
## 155 Norm Twnhs 2Story 4 7 1970
## 156 Norm TwnhsE 2Story 4 4 1970
## 157 Norm TwnhsE 2Story 4 6 1972
## 158 Norm 1Fam 1Story 5 7 1971
## 159 Norm 1Fam 1Story 5 7 1984
## 160 Norm Duplex 2Story 5 2 1985
## 161 Norm 1Fam 2Story 5 5 1991
## 162 Norm 1Fam 1.5Fin 5 5 1969
## 163 Norm 1Fam 1Story 8 5 1994
## 164 Norm 1Fam 2Story 6 5 1993
## 165 Norm 1Fam 1Story 6 5 1956
## 166 Norm 1Fam 1Story 6 5 1974
## 167 Norm 1Fam 2Story 6 5 1997
## 168 Norm 1Fam 2Story 8 5 2003
## 169 Norm 1Fam SLvl 7 5 1996
## 170 Norm TwnhsE 1Story 8 5 2004
## 171 Norm 1Fam 1Story 8 5 1998
## 172 Norm TwnhsE 1Story 8 5 1995
## 173 Norm 1Fam SLvl 7 5 1998
## 174 Norm 1Fam 2Story 6 5 1998
## 175 Norm 1Fam 2Story 6 5 1994
## 176 Norm 1Fam 1Story 6 5 1993
## 177 Norm 1Fam 2Story 5 6 1977
## 178 Norm 1Fam 2Story 7 6 1978
## 179 Norm 1Fam 1Story 6 6 1978
## 180 Norm 1Fam 2Story 7 7 1980
## 181 Norm 1Fam 1Story 6 5 1978
## 182 Norm 1Fam 2Story 7 5 2003
## 183 Norm 1Fam 2Story 8 5 2000
## 184 Norm 1Fam 2Story 8 5 2002
## 185 Norm 1Fam 1Story 5 7 1975
## 186 Norm 1Fam 1Story 6 6 1974
## 187 Norm 1Fam 1Story 7 5 1975
## 188 Norm 1Fam 1Story 5 5 1970
## 189 Norm 1Fam 1Story 5 7 1971
## 190 Norm 1Fam 1Story 4 6 1970
## 191 Norm 1Fam 1Story 4 7 1971
## 192 Norm Twnhs 2Story 6 5 1973
## 193 Norm Twnhs 2Story 6 6 1972
## 194 Norm TwnhsE 2Story 6 5 1976
## 195 Norm Twnhs 1Story 7 5 1975
## 196 Norm Twnhs 2Story 6 5 1977
## 197 Norm TwnhsE 2Story 6 5 1978
## 198 Norm TwnhsE 2Story 6 5 1978
## 199 Norm TwnhsE 1Story 7 6 1976
## 200 Norm 1Fam 1Story 5 7 1966
## 201 Norm 1Fam 2Story 9 5 2007
## 202 Norm 1Fam 2Story 9 5 2009
## 203 Norm 1Fam 1Story 9 5 2008
## 204 PosA 1Fam 1Story 10 5 2007
## 205 Norm 1Fam 1Story 9 5 2008
## 206 Norm 1Fam 1Story 8 5 2004
## 207 Norm 1Fam 2Story 8 5 2007
## 208 Norm 1Fam 1Story 9 5 2008
## 209 Norm 1Fam 1Story 9 5 2006
## 210 Norm 1Fam 1Story 9 5 2008
## 211 Norm 1Fam 1Story 7 5 2003
## 212 Norm 1Fam 1Story 9 5 2003
## 213 Norm 1Fam 2Story 8 5 2003
## 214 Norm 1Fam 1Story 8 5 2006
## 215 Norm TwnhsE 1Story 6 5 2005
## 216 Norm Twnhs 1Story 6 5 2005
## 217 Norm TwnhsE 1Story 7 5 2007
## 218 Norm 1Fam 1Story 10 5 2004
## 219 Norm 1Fam 1Story 8 5 2003
## 220 Norm TwnhsE 1Story 9 5 2008
## 221 Norm TwnhsE 1Story 9 5 2008
## 222 Norm 1Fam 1Story 8 5 2002
## 223 Norm TwnhsE 1Story 7 5 2003
## 224 Norm 1Fam 2Story 7 5 2005
## 225 Norm 1Fam 2Story 6 5 2005
## 226 Norm TwnhsE 1Story 7 5 2005
## 227 Norm 1Fam SLvl 7 5 2004
## 228 Norm 1Fam 2Story 7 5 2004
## 229 Norm 1Fam 2Story 7 5 2004
## 230 Norm 1Fam 2Story 7 5 2003
## 231 Norm 1Fam 2Story 7 5 2003
## 232 Norm 1Fam 2Story 8 5 2002
## 233 Norm 1Fam SLvl 7 5 2004
## 234 Norm 1Fam 2Story 6 5 2000
## 235 Norm 1Fam SLvl 7 5 1999
## 236 Norm 1Fam 2Story 7 5 1999
## 237 Norm 1Fam SLvl 7 6 1999
## 238 Norm 1Fam 2Story 8 5 2000
## 239 Norm 1Fam 1Story 8 5 1994
## 240 Norm 1Fam 2Story 7 5 1995
## 241 Norm 1Fam 2Story 8 5 1993
## 242 Norm 1Fam 1Story 8 5 2008
## 243 Norm 1Fam 1Story 8 5 2008
## 244 Norm 1Fam 1Story 8 5 2007
## 245 Norm 1Fam 1Story 8 5 2006
## 246 PosN 1Fam 1Story 9 5 2005
## 247 Norm 1Fam 1Story 7 5 2008
## 248 Norm 1Fam 1Story 7 5 2008
## 249 Norm 1Fam 1Story 9 5 2007
## 250 Norm 1Fam 1Story 8 5 2006
## 251 Norm 1Fam 2Story 8 5 2006
## 252 Norm 1Fam 1Story 8 5 2008
## 253 Norm 1Fam 1Story 7 5 2006
## 254 Norm 1Fam 1Story 7 5 2003
## 255 Norm 1Fam 2Story 7 5 2003
## 256 Norm 1Fam 1Story 7 6 2007
## 257 Norm 1Fam 1Story 7 5 2006
## 258 Norm 1Fam 1Story 6 5 2004
## 259 Norm 1Fam 2Story 7 5 2004
## 260 Norm 1Fam 1Story 8 5 2004
## 261 Norm 1Fam 1Story 7 5 2004
## 262 Norm 1Fam 1Story 5 5 2004
## 263 Norm 1Fam 1Story 5 5 2003
## 264 Norm 1Fam 1Story 7 5 2008
## 265 Norm 1Fam 2Story 7 5 1996
## 266 Norm 1Fam 2Story 6 6 1992
## 267 Norm TwnhsE 1Story 6 5 1990
## 268 Norm 1Fam 2Story 7 5 1994
## 269 Norm 1Fam 2Story 6 7 1986
## 270 Norm Duplex 2Story 6 7 1981
## 271 Norm 1Fam 1Story 5 5 1962
## 272 Norm 1Fam 1Story 5 6 1961
## 273 Norm 1Fam 1Story 5 5 1961
## 274 Norm 1Fam 1Story 5 5 1965
## 275 Norm 1Fam 1Story 5 8 1963
## 276 Norm 1Fam 1Story 5 6 1962
## 277 Norm 1Fam 1Story 8 8 1980
## 278 Norm 1Fam 2Story 7 8 1991
## 279 Norm Twnhs 2Story 7 5 2004
## 280 Norm TwnhsE 1Story 6 5 2008
## 281 Norm TwnhsE 1Story 6 5 2008
## 282 Norm TwnhsE 2Story 6 5 2000
## 283 Norm TwnhsE 2Story 7 5 1999
## 284 Norm 1Fam 1Story 8 9 1977
## 285 Norm 1Fam 1Story 7 5 1981
## 286 Norm 1Fam SLvl 8 5 1976
## 287 Norm 1Fam 2Story 7 6 1974
## 288 Norm 1Fam 2Story 6 7 1967
## 289 Norm 1Fam 1Story 5 5 1969
## 290 Norm 1Fam 1Story 6 5 1969
## 291 Norm 1Fam 2Story 7 7 1977
## 292 Norm 1Fam 1Story 5 6 1967
## 293 Norm 1Fam 1Story 5 5 1967
## 294 Norm 1Fam 2Story 7 5 1974
## 295 Norm 1Fam SFoyer 6 5 1971
## 296 Norm 1Fam 1Story 4 7 1960
## 297 Norm 1Fam 1Story 5 7 1959
## 298 Norm 1Fam 1Story 4 5 1957
## 299 Norm 1Fam 1Story 5 6 1956
## 300 Norm 1Fam 1Story 5 6 1961
## 301 Norm 1Fam 1Story 5 5 1964
## 302 Norm 1Fam 2Story 5 6 1965
## 303 Norm 1Fam SLvl 6 6 1961
## 304 Norm 1Fam 1Story 5 5 1955
## 305 Norm 1Fam 1Story 6 5 1967
## 306 Norm 1Fam 1Story 6 6 1961
## 307 Norm 1Fam 1Story 6 8 1966
## 308 Norm 1Fam 1Story 5 7 1956
## 309 Norm 1Fam 1Story 7 6 1960
## 310 Norm 1Fam 1Story 6 8 1959
## 311 Norm 1Fam 1Story 5 5 1956
## 312 Norm 1Fam 1Story 5 5 1955
## 313 Norm 1Fam 1Story 4 5 1956
## 314 Norm Duplex 1Story 5 4 1958
## 315 Norm 1Fam 1Story 6 7 1954
## 316 Norm 1Fam 1Story 5 5 1951
## 317 Norm 1Fam 1Story 5 6 1945
## 318 Norm 1Fam 1Story 5 8 1952
## 319 Norm 1Fam 1Story 5 5 1953
## 320 Norm 1Fam 2Story 7 7 1948
## 321 Norm 1Fam 1Story 5 6 1950
## 322 Norm 1Fam 1Story 3 5 1958
## 323 Norm 1Fam 2Story 5 7 1939
## 324 Norm 1Fam 2Story 4 8 1900
## 325 Norm 1Fam 1Story 5 7 1925
## 326 Norm 1Fam 1.5Fin 4 5 1915
## 327 Norm 1Fam 2Story 7 9 1910
## 328 Norm 1Fam 1Story 2 5 1940
## 329 Norm 1Fam 1Story 5 7 1920
## 330 Norm 1Fam 1Story 3 5 1890
## 331 Norm Duplex 2Story 6 5 1969
## 332 Norm 1Fam 1Story 6 7 1963
## 333 Norm 1Fam 1Story 6 4 1967
## 334 Norm 1Fam 1Story 6 9 1958
## 335 Norm 1Fam 1Story 6 6 1957
## 336 Norm 1Fam 1Story 6 6 1958
## 337 Norm 1Fam 1.5Fin 6 5 1950
## 338 Norm 1Fam 1Story 5 6 1958
## 339 Norm 1Fam 1Story 5 7 1952
## 340 Norm 1Fam SLvl 5 5 1959
## 341 Norm 1Fam 1.5Fin 4 7 1949
## 342 Norm 1Fam 1.5Fin 6 7 1948
## 343 Norm 1Fam 2Story 6 5 1964
## 344 Norm Duplex SFoyer 5 7 1978
## 345 Norm 1Fam 1Story 6 6 1963
## 346 Norm 1Fam 1.5Fin 6 8 1935
## 347 Norm Duplex 2Story 6 5 1910
## 348 Norm 1Fam 1.5Fin 5 8 1910
## 349 Norm 1Fam 2Story 5 8 1910
## 350 Norm 1Fam 2Story 5 6 1939
## 351 Norm 2fmCon 2Story 4 6 1920
## 352 Norm 1Fam 1.5Fin 5 5 1910
## 353 Norm 1Fam 1.5Fin 5 7 1950
## 354 Norm 1Fam 1Story 4 6 1920
## 355 Norm 1Fam 1Story 2 4 1940
## 356 Norm 1Fam 1Story 5 8 1923
## 357 Norm 1Fam 2Story 4 4 1910
## 358 Norm 1Fam 2Story 6 7 1900
## 359 Norm 1Fam 2Story 6 7 1917
## 360 Norm 1Fam 1Story 4 3 1910
## 361 Norm 1Fam 1.5Fin 6 6 1920
## 362 Norm 1Fam 2Story 6 7 1910
## 363 Norm 1Fam 1Story 3 3 1900
## 364 Norm 1Fam 1Story 6 6 1923
## 365 Norm 1Fam 1.5Fin 5 7 1930
## 366 Norm 1Fam 1.5Fin 5 5 1924
## 367 Norm 1Fam 1Story 5 6 1925
## 368 Norm 1Fam 1.5Fin 5 6 1938
## 369 Norm 1Fam 1Story 5 5 1925
## 370 Norm 1Fam 2Story 6 6 1915
## 371 Norm 1Fam 2Story 7 8 1915
## 372 Norm Duplex 2Story 5 1 1922
## 373 Norm 1Fam 2Story 6 5 1927
## 374 Norm 1Fam 2Story 6 7 1915
## 375 Norm 2fmCon 2.5Unf 7 5 1902
## 376 Norm 1Fam 1.5Fin 6 6 1927
## 377 Norm 1Fam SFoyer 4 6 1923
## 378 Norm 2fmCon 2Story 6 7 1915
## 379 Norm 1Fam 1Story 4 9 1946
## 380 Norm Duplex 1Story 5 5 1987
## 381 Norm Duplex SFoyer 5 5 1978
## 382 Norm 1Fam 1.5Fin 5 3 1934
## 383 Norm 1Fam 1Story 5 6 1967
## 384 Norm 1Fam SFoyer 6 5 1978
## 385 Norm 1Fam SLvl 5 5 1961
## 386 Norm 1Fam SLvl 6 5 1960
## 387 Norm 1Fam SLvl 5 5 1956
## 388 Norm 1Fam 1Story 2 2 1947
## 389 Norm 1Fam 1Story 4 5 1954
## 390 Norm 1Fam 1Story 5 5 1956
## 391 Norm 1Fam 2Story 6 7 1946
## 392 Norm 1Fam 1Story 5 6 1954
## 393 Norm TwnhsE 1Story 5 5 1984
## 394 Norm 1Fam SLvl 7 6 1990
## 395 Norm 1Fam SLvl 6 5 1983
## 396 Norm 1Fam 2Story 7 5 1993
## 397 Norm 1Fam 2Story 5 7 1880
## 398 Norm Duplex 2Story 5 5 1979
## 399 Norm Duplex 1Story 5 5 1979
## 400 Norm Duplex SFoyer 5 5 1979
## 401 Norm Duplex 1Story 5 5 1979
## 402 Norm Duplex 2Story 7 5 2000
## 403 Norm Duplex 2Story 7 5 2000
## 404 Norm Duplex 2Story 7 5 2000
## 405 Norm 1Fam 1Story 9 5 2009
## 406 Norm 1Fam 1Story 9 5 2008
## 407 Norm 1Fam 1Story 8 5 2008
## 408 Norm 1Fam 1Story 8 5 2007
## 409 Norm 1Fam 1Story 7 5 2007
## 410 Norm 1Fam 1Story 8 5 2008
## 411 Norm 1Fam 1Story 8 5 2005
## 412 Norm 1Fam 2Story 6 5 2005
## 413 Norm 1Fam 2Story 7 5 1992
## 414 Norm 1Fam 1Story 5 7 1994
## 415 Norm 1Fam 1Story 7 5 1998
## 416 Norm 1Fam 2Story 6 5 1998
## 417 Norm 1Fam 1Story 7 5 2002
## 418 Norm 1Fam 1Story 7 5 2001
## 419 Norm 1Fam 1Story 5 5 1978
## 420 Norm 1Fam 1Story 5 7 1979
## 421 Norm 1Fam 1Story 7 5 2002
## 422 Norm 1Fam 2Story 8 5 2003
## 423 Norm 1Fam 2Story 7 5 2002
## 424 Norm 1Fam 2Story 7 5 2001
## 425 Norm 1Fam 1Story 8 5 1999
## 426 Norm 1Fam 1Story 8 5 2002
## 427 Norm 1Fam 1Story 7 5 1997
## 428 Norm 1Fam 1Story 8 5 2007
## 429 Norm 1Fam 2Story 6 5 2007
## 430 Norm 1Fam 1Story 4 6 1960
## 431 Norm TwnhsE SFoyer 6 5 2005
## 432 Norm 1Fam 1Story 4 5 1959
## 433 Norm 1Fam 1Story 5 5 1950
## 434 Norm Duplex 1Story 5 5 1959
## 435 Norm 1Fam 1Story 5 5 1956
## 436 Norm 1Fam 1.5Fin 5 6 1941
## 437 Norm 1Fam 1.5Fin 5 4 1938
## 438 Norm 1Fam 2Story 6 6 1935
## 439 Norm 1Fam 1Story 6 8 1916
## 440 Norm 1Fam 2Story 7 8 1918
## 441 Norm 1Fam 1.5Fin 5 6 1940
## 442 Norm 1Fam 1Story 5 4 1960
## 443 Norm Duplex 2.5Unf 7 6 1940
## 444 Norm 1Fam 1Story 5 6 1954
## 445 Norm 1Fam 1Story 6 6 1960
## 446 Norm 1Fam 1.5Fin 5 7 1949
## 447 Norm 1Fam 1Story 6 5 1954
## 448 Norm Twnhs 2Story 6 6 1980
## 449 Norm TwnhsE 2Story 6 6 1980
## 450 Norm Twnhs 2Story 6 6 1980
## 451 Norm 1Fam SLvl 6 6 1986
## 452 Norm 1Fam 1Story 7 9 1971
## 453 Norm 1Fam 2Story 5 6 1900
## 454 Norm 1Fam 1Story 4 6 1925
## 455 Norm TwnhsE 1Story 8 5 2007
## 456 Norm 1Fam 1Story 2 4 1910
## 457 Norm 1Fam 2Story 8 5 2000
## 458 Norm 1Fam SFoyer 6 6 1977
## 459 Norm 1Fam SFoyer 6 7 1977
## 460 Norm 1Fam 1Story 5 5 1991
## 461 Norm 1Fam 1Story 9 5 2008
## 462 Norm 1Fam 1Story 9 5 2008
## 463 Norm 1Fam 2Story 6 8 1980
## 464 Norm 1Fam SLvl 7 5 1987
## 465 Norm 1Fam 2Story 7 5 2003
## 466 Norm 1Fam 1Story 9 5 2007
## 467 Norm 1Fam 1Story 5 7 1968
## 468 Norm 1Fam 1Story 5 5 1969
## 469 Norm 1Fam SFoyer 5 8 1972
## 470 Norm 1Fam SLvl 6 5 1993
## 471 Norm 1Fam SFoyer 5 6 1992
## 472 Norm 1Fam 2Story 5 5 1992
## 473 Norm 1Fam 2Story 5 7 1969
## 474 Norm 1Fam 2Story 6 5 1997
## 475 Norm 1Fam 2Story 6 5 1995
## 476 Norm 1Fam 2Story 6 5 1998
## 477 Norm 1Fam 2Story 6 5 1996
## 478 Norm 1Fam 1Story 5 5 1996
## 479 Norm 1Fam 1Story 8 5 1997
## 480 Norm TwnhsE 1Story 8 5 1992
## 481 Norm 1Fam 2Story 6 5 1998
## 482 Norm 1Fam 2Story 6 5 1991
## 483 Norm TwnhsE 1Story 8 5 1989
## 484 Norm 1Fam 2Story 8 5 2005
## 485 Norm 1Fam 1Story 9 5 2004
## 486 Norm 1Fam 1Story 6 2 1952
## 487 PosN TwnhsE 1Story 9 5 2007
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## 524 Norm Twnhs 2Story 7 5 2003
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## 531 Norm TwnhsE 1Story 7 6 2007
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## 535 Norm 1Fam 2Story 7 5 1999
## 536 Norm 1Fam 2.5Unf 8 5 1997
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## 544 Norm 1Fam 2Story 8 5 2007
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## 564 Norm 1Fam 2Story 6 5 1990
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## 574 Norm Twnhs SLvl 7 5 1999
## 575 Norm 1Fam 2Story 7 5 2001
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## 577 Norm Twnhs 2Story 8 5 1999
## 578 Norm TwnhsE 2Story 10 5 1998
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## 585 Norm 1Fam 1Story 7 7 1967
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## 592 Norm 1Fam 1Story 5 5 1961
## 593 Norm 1Fam 1Story 5 7 1960
## 594 Feedr 1Fam 2Story 4 7 1937
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## 598 Norm 1Fam 2Story 6 7 1966
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## 605 Norm 1Fam 1Story 5 5 1953
## 606 Norm 1Fam 1Story 6 5 1957
## 607 Norm 1Fam 1Story 5 3 1957
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## 620 Norm 1Fam 1.5Unf 6 7 1954
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## 622 Norm Duplex 1Story 5 5 1961
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## 624 Norm 1Fam 1Story 5 7 1954
## 625 Norm 1Fam 1Story 5 5 1963
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## 628 Norm 1Fam 2Story 5 5 1910
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## 631 Norm 2fmCon 1.5Fin 4 6 1910
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## 636 Norm 1Fam 1Story 5 6 1910
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## 640 Norm 1Fam 1Story 3 1 1949
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## 644 Norm 2fmCon 2Story 5 5 1920
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## 652 Norm 1Fam 1.5Fin 5 5 1935
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## 659 Norm 1Fam 1.5Unf 6 7 1926
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## 672 Norm 1Fam 1.5Fin 5 6 1915
## 673 Norm 1Fam 1Story 6 7 1925
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## 675 Norm 1Fam 1Story 5 8 1912
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## 684 Norm 2fmCon 1Story 5 4 1920
## 685 Norm 1Fam 1Story 5 8 1963
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## 690 Norm 1Fam 1Story 7 6 1979
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## 692 Norm 1Fam 1Story 5 7 1940
## 693 Norm 1Fam 1Story 5 6 1956
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## 695 Norm 1Fam 2Story 6 8 1962
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## 699 Norm 1Fam SLvl 7 5 1996
## 700 Norm 1Fam 2Story 7 5 2007
## 701 Norm 1Fam 1Story 8 5 2007
## 702 Norm 1Fam 1Story 9 5 2008
## 703 Norm 1Fam 1Story 9 5 2008
## 704 Norm 1Fam SLvl 8 5 1995
## 705 Norm 1Fam 1Story 6 6 1966
## 706 Norm 1Fam 1Story 5 7 1994
## 707 Norm 1Fam 1Story 7 5 1997
## 708 Norm 1Fam 2Story 6 5 1997
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## 710 Norm 1Fam 2Story 7 5 2000
## 711 Norm 1Fam 1Story 5 6 1978
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## 713 Norm 1Fam 1Story 5 6 1975
## 714 Norm 1Fam 2Story 7 5 2001
## 715 Norm 1Fam 2Story 9 5 2001
## 716 Norm 1Fam 1Story 8 5 2002
## 717 Norm 1Fam 2Story 7 5 2003
## 718 Norm 1Fam 2Story 8 5 1999
## 719 Norm TwnhsE 1Story 6 5 2004
## 720 Norm Duplex SFoyer 6 5 1997
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## 722 Norm 1Fam 1Story 7 6 2007
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## 726 Norm 1Fam 1Story 6 6 1976
## 727 Norm 1Fam SLvl 6 6 1977
## 728 Norm 1Fam 2Story 6 7 1976
## 729 Norm 1Fam 1Story 5 7 1959
## 730 Norm Duplex 1Story 4 5 1955
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## 736 Norm 1Fam SLvl 4 6 1954
## 737 Norm 1Fam 1.5Fin 4 7 1923
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## 739 Norm Duplex 2.5Unf 6 7 1930
## 740 Norm 1Fam 2Story 6 6 1926
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## 742 Norm 1Fam 2Story 8 9 1925
## 743 Norm 1Fam 2Story 6 3 1923
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## 746 Norm 1Fam 1Story 6 5 1951
## 747 Norm 1Fam 2Story 8 6 1935
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## 750 Norm Twnhs 2Story 6 6 1980
## 751 Norm 1Fam 1Story 6 8 1926
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## 760 Norm 1Fam 2Story 4 6 1920
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## 773 Norm 1Fam 1Story 6 5 1986
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## 775 Norm 1Fam 1Story 6 5 1999
## 776 Norm 1Fam 1Story 8 5 2007
## 777 Norm 1Fam 1Story 8 5 2005
## 778 Norm Duplex SFoyer 7 5 1997
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## 780 Norm TwnhsE 1Story 6 5 1997
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## 782 Norm TwnhsE 1Story 5 6 1975
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## 789 Norm 1Fam 1Story 5 6 1982
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## 791 Norm 1Fam 2.5Unf 5 1 1900
## 792 Norm 1Fam 1Story 6 6 1971
## 793 Norm 1Fam SLvl 6 5 1997
## 794 Norm 1Fam SLvl 6 5 1994
## 795 Norm 1Fam 2Story 6 5 1999
## 796 Norm 1Fam 2Story 7 5 1996
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## 798 Norm 1Fam 1Story 7 5 1992
## 799 Norm 1Fam 2Story 6 5 1993
## 800 Norm 1Fam 1Story 6 6 1964
## 801 Norm TwnhsE 1Story 8 5 1988
## 802 Norm TwnhsE 1Story 8 5 1990
## 803 Norm 1Fam 2Story 8 5 2005
## 804 Norm 1Fam 1Story 9 5 2006
## 805 Norm 2fmCon 1Story 5 5 1969
## 806 Norm TwnhsE 1Story 9 5 2006
## 807 Norm 1Fam 1Story 8 5 2006
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## 810 Norm 1Fam 2Story 7 7 1981
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## 813 Norm 1Fam 1Story 6 6 1984
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## 815 Norm 1Fam 1Story 6 5 1971
## 816 Norm 1Fam SLvl 7 6 1976
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## 820 Norm 1Fam 1Story 4 7 1961
## 821 Norm TwnhsE 1Story 6 5 2001
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## 823 Norm Twnhs 2Story 6 6 1973
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## 825 Norm Twnhs 1Story 7 7 1978
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## 867 Norm 1Fam 2Story 7 5 2003
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## 1000 Norm 1Fam 1.5Fin 6 5 1938
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## 1065 Norm 1Fam SLvl 5 7 1977
## 1066 Norm 1Fam 1Story 5 5 1977
## 1067 Norm 1Fam 1Story 5 4 1977
## 1068 Norm 1Fam 1Story 5 6 1975
## 1069 Norm 1Fam 1Story 5 5 1972
## 1070 Norm 1Fam 1Story 4 8 1972
## 1071 Norm 1Fam 1Story 7 5 2000
## 1072 Norm 1Fam 2Story 7 5 2003
## 1073 Norm 1Fam 2Story 7 5 2002
## 1074 Norm 1Fam 1Story 8 5 1994
## 1075 Norm 1Fam 2Story 8 5 2001
## 1076 Norm 1Fam 2Story 7 5 1996
## 1077 Norm 1Fam 1Story 8 5 1999
## 1078 Norm 1Fam 2Story 7 5 2007
## 1079 Norm 1Fam 1Story 7 5 2005
## 1080 Norm 1Fam 1Story 6 5 2006
## 1081 Norm 1Fam 2Story 7 5 2006
## 1082 Norm 1Fam 2Story 5 5 2005
## 1083 Norm 1Fam SFoyer 5 5 1967
## 1084 Norm 1Fam 1Story 4 6 1963
## 1085 Norm 1Fam 1.5Fin 5 6 1925
## 1086 Norm 1Fam 1Story 6 6 1960
## 1087 Norm 1Fam SLvl 6 6 1976
## 1088 Norm Duplex 2Story 5 6 1979
## 1089 Norm 1Fam 2Story 5 5 2005
## 1090 Norm 1Fam 1Story 10 5 2008
## 1091 Norm TwnhsE SFoyer 6 5 2005
## 1092 Norm 1Fam 1Story 5 7 1959
## 1093 Norm Duplex 1Story 4 3 1955
## 1094 Norm Duplex 1Story 5 6 1946
## 1095 Norm 1Fam 1.5Fin 6 8 1920
## 1096 Norm 1Fam 1Story 4 5 1955
## 1097 Norm 1Fam 1Story 4 5 1955
## 1098 Norm Duplex 2Story 5 6 1923
## 1099 Norm 1Fam 1Story 5 5 1926
## 1100 Norm 1Fam 1.5Fin 6 7 1921
## 1101 Norm 1Fam 2Story 7 8 1930
## 1102 Norm 1Fam 2Story 6 7 1921
## 1103 Norm 1Fam 2Story 6 8 1926
## 1104 Norm 1Fam 2.5Unf 7 7 1927
## 1105 Norm 1Fam 1Story 5 5 1951
## 1106 Norm 1Fam 1.5Fin 4 6 1930
## 1107 Norm 2fmCon 1.5Fin 5 5 1941
## 1108 Norm 1Fam 1Story 6 4 1960
## 1109 Norm 1Fam 1Story 6 6 1968
## 1110 Norm Twnhs 2Story 6 6 1980
## 1111 Norm 1Fam 1Story 4 5 1995
## 1112 Norm TwnhsE 1Story 8 5 1988
## 1113 Norm 1Fam 1Story 7 5 1971
## 1114 Norm 1Fam 1Story 8 5 1986
## 1115 Norm 1Fam 1.5Fin 6 7 1940
## 1116 Norm 1Fam 1.5Fin 5 7 1925
## 1117 Norm 1Fam 2Story 5 6 1923
## 1118 Norm 1Fam 1Story 5 7 1922
## 1119 Norm 1Fam 1.5Fin 2 4 1939
## 1120 Norm 2fmCon 2Story 5 6 1895
## 1121 Norm 1Fam 1Story 4 6 1957
## 1122 Norm 1Fam 1Story 5 9 1930
## 1123 Norm TwnhsE 1Story 8 5 2006
## 1124 Norm 1Fam SFoyer 6 6 1979
## 1125 Norm 1Fam 1Story 5 5 2002
## 1126 Norm 1Fam 1Story 7 5 2002
## 1127 Norm 1Fam 1Story 7 5 1991
## 1128 Norm 1Fam SLvl 7 6 1975
## 1129 Norm 1Fam SFoyer 6 6 1974
## 1130 Norm TwnhsE 1Story 7 6 1987
## 1131 Norm 1Fam 1Story 6 8 1958
## 1132 Norm 1Fam 1Story 7 5 2006
## 1133 Norm 1Fam 1Story 8 5 2006
## 1134 Norm 1Fam 1Story 7 7 1985
## 1135 Norm 1Fam 1Story 8 5 2001
## 1136 Norm 1Fam 1Story 8 5 2002
## 1137 Norm 1Fam 1Story 6 5 1996
## 1138 Norm 1Fam 2Story 7 5 2003
## 1139 PosA 1Fam 1Story 10 5 2006
## 1140 Norm 1Fam 1Story 3 5 1953
## 1141 Norm TwnhsE SFoyer 6 5 1996
## 1142 Norm Twnhs 2Story 4 4 1972
## 1143 Norm Twnhs SLvl 4 5 1970
## 1144 Norm TwnhsE 2Story 4 6 1970
## 1145 Norm Twnhs 2Story 4 3 1976
## 1146 Norm 1Fam SFoyer 5 5 1977
## 1147 Norm 1Fam SLvl 6 6 1977
## 1148 Norm 1Fam 1Story 5 6 1977
## 1149 Norm 1Fam 2Story 5 7 1977
## 1150 Norm 1Fam SFoyer 5 7 1971
## 1151 Norm 1Fam 1Story 4 3 1961
## 1152 Norm 1Fam 1Story 5 6 1976
## 1153 Norm 1Fam 1Story 5 7 1983
## 1154 Norm 1Fam 1Story 5 6 1984
## 1155 Norm 1Fam 1Story 6 5 1954
## 1156 Norm 1Fam 1Story 6 6 1956
## 1157 Norm 1Fam 1Story 5 5 1957
## 1158 Norm 1Fam 1Story 6 6 1957
## 1159 Norm 1Fam 1Story 7 6 1969
## 1160 Norm 1Fam 2Story 6 5 1997
## 1161 Norm 1Fam 2Story 6 5 1995
## 1162 Norm 1Fam 2Story 6 5 1996
## 1163 Norm 1Fam 2Story 8 5 2005
## 1164 Norm 1Fam 2Story 7 5 2005
## 1165 Norm 1Fam 2Story 8 5 1994
## 1166 Norm 1Fam 1Story 6 6 1993
## 1167 Norm TwnhsE 1Story 8 5 1987
## 1168 Norm 1Fam 2Story 9 5 2005
## 1169 Norm 1Fam 2Story 10 5 2006
## 1170 Norm 1Fam 2Story 9 5 2006
## 1171 Norm 1Fam 2Story 10 5 2006
## 1172 Norm 1Fam 2Story 9 5 2005
## 1173 Norm TwnhsE 1Story 9 5 2005
## 1174 Norm 1Fam 1Story 9 5 2005
## 1175 Norm 1Fam SFoyer 6 6 1980
## 1176 Norm 1Fam 2Story 7 5 1978
## 1177 Norm 1Fam SFoyer 7 5 1976
## 1178 Norm 1Fam 2Story 7 5 2005
## 1179 Norm 1Fam SLvl 6 6 1975
## 1180 Norm 1Fam 1Story 6 6 1974
## 1181 Norm 1Fam 1Story 4 4 1971
## 1182 Norm TwnhsE 1Story 6 5 2002
## 1183 Norm TwnhsE 2Story 6 5 1973
## 1184 Norm TwnhsE 2Story 5 6 1973
## 1185 Norm Twnhs 2Story 6 7 1972
## 1186 Norm Twnhs 2Story 6 5 1972
## 1187 Norm Twnhs 2Story 6 5 1972
## 1188 Norm TwnhsE 1Story 6 5 1975
## 1189 Norm 1Fam 1Story 5 7 1967
## 1190 Norm Twnhs 1Story 7 7 1976
## 1191 Norm Twnhs 2Story 6 5 1976
## 1192 Norm 1Fam 2Story 9 5 2006
## 1193 Norm 1Fam 1Story 8 5 2004
## 1194 Norm 1Fam 1Story 7 5 2006
## 1195 Norm 1Fam 1Story 9 5 2005
## 1196 Norm 1Fam 2Story 9 5 2005
## 1197 Norm 1Fam 2Story 9 5 2005
## 1198 Norm 1Fam 2Story 8 5 2005
## 1199 Norm 1Fam 2Story 8 5 2006
## 1200 Norm 1Fam 2Story 8 5 2005
## 1201 Norm 1Fam 1Story 9 5 2005
## 1202 Norm 1Fam 1Story 9 5 2004
## 1203 Norm 1Fam 2Story 8 5 2004
## 1204 Norm TwnhsE 1Story 9 5 2005
## YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType
## 1 1961 Gable CompShg VinylSd VinylSd None
## 2 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 3 1998 Gable CompShg VinylSd VinylSd None
## 4 1998 Gable CompShg VinylSd VinylSd BrkFace
## 5 1992 Gable CompShg HdBoard HdBoard None
## 6 1994 Gable CompShg HdBoard HdBoard None
## 7 2007 Gable CompShg HdBoard HdBoard None
## 8 1998 Gable CompShg VinylSd VinylSd None
## 9 1990 Gable CompShg HdBoard HdBoard None
## 10 1970 Gable CompShg Plywood Plywood None
## 11 1999 Gable CompShg MetalSd MetalSd None
## 12 1971 Gable CompShg HdBoard HdBoard BrkFace
## 13 1971 Gable CompShg HdBoard HdBoard BrkFace
## 14 1975 Gable CompShg Plywood Brk Cmn None
## 15 1975 Gable CompShg Plywood Brk Cmn None
## 16 2010 Gable CompShg VinylSd VinylSd Stone
## 17 2010 Gable CompShg VinylSd VinylSd Stone
## 18 2005 Hip CompShg VinylSd VinylSd BrkFace
## 19 2006 Hip CompShg CemntBd CmentBd BrkFace
## 20 2004 Hip CompShg VinylSd VinylSd BrkFace
## 21 2002 Gable CompShg VinylSd VinylSd BrkFace
## 22 2006 Gable CompShg VinylSd VinylSd Stone
## 23 2005 Gable CompShg VinylSd VinylSd None
## 24 2006 Gable CompShg VinylSd VinylSd BrkFace
## 25 2004 Gable CompShg VinylSd VinylSd None
## 26 2004 Gable CompShg VinylSd VinylSd None
## 27 1998 Hip CompShg VinylSd VinylSd BrkFace
## 28 2006 Gable CompShg VinylSd VinylSd BrkFace
## 29 2010 Hip CompShg VinylSd VinylSd None
## 30 2005 Gable CompShg VinylSd VinylSd None
## 31 2004 Gable CompShg VinylSd VinylSd BrkFace
## 32 1950 Gable CompShg Wd Sdng Wd Sdng None
## 33 2002 Hip CompShg Plywood Plywood BrkCmn
## 34 1993 Gable CompShg HdBoard ImStucc BrkFace
## 35 1993 Gable CompShg HdBoard HdBoard BrkFace
## 36 2005 Gable CompShg MetalSd MetalSd None
## 37 2004 Gable CompShg VinylSd VinylSd None
## 38 2004 Gable CompShg MetalSd MetalSd BrkFace
## 39 2005 Gable CompShg MetalSd MetalSd None
## 40 2005 Gable CompShg VinylSd VinylSd BrkFace
## 41 2000 Gable CompShg MetalSd MetalSd BrkFace
## 42 2003 Gable CompShg VinylSd VinylSd None
## 43 2010 Gable CompShg CemntBd CmentBd None
## 44 2000 Gable CompShg VinylSd VinylSd None
## 45 2002 Gable CompShg VinylSd VinylSd None
## 46 1967 Hip CompShg HdBoard HdBoard BrkFace
## 47 1993 Gable CompShg MetalSd MetalSd None
## 48 1978 Gable CompShg MetalSd MetalSd None
## 49 1971 Gable CompShg MetalSd MetalSd None
## 50 1966 Hip CompShg VinylSd VinylSd BrkFace
## 51 1966 Hip CompShg HdBoard HdBoard None
## 52 1967 Gable CompShg Wd Sdng Plywood BrkFace
## 53 1964 Gable CompShg HdBoard HdBoard None
## 54 2001 Hip CompShg HdBoard HdBoard BrkFace
## 55 2002 Gable CompShg MetalSd MetalSd BrkFace
## 56 1950 Gable CompShg MetalSd MetalSd Stone
## 57 2008 Gable CompShg HdBoard HdBoard BrkFace
## 58 1958 Gable CompShg HdBoard HdBoard None
## 59 2009 Gable CompShg VinylSd VinylSd BrkFace
## 60 1959 Hip CompShg MetalSd MetalSd BrkFace
## 61 1959 Hip CompShg MetalSd MetalSd BrkFace
## 62 1959 Gable CompShg Wd Sdng Wd Sdng Stone
## 63 1956 Gable CompShg MetalSd MetalSd None
## 64 1952 Gable CompShg WdShing Wd Shng None
## 65 1955 Gable CompShg MetalSd MetalSd None
## 66 1958 Gable CompShg MetalSd MetalSd None
## 67 1994 Gable CompShg MetalSd MetalSd None
## 68 2004 Gable CompShg WdShing Wd Shng None
## 69 1960 Gable CompShg BrkFace Wd Sdng None
## 70 1984 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 71 1954 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 72 1950 Gable CompShg Wd Sdng Wd Sdng None
## 73 1957 Hip CompShg MetalSd MetalSd None
## 74 2000 Gable CompShg MetalSd MetalSd None
## 75 2009 Gable CompShg VinylSd VinylSd None
## 76 1962 Gable CompShg MetalSd MetalSd None
## 77 1970 Gable CompShg AsbShng AsbShng None
## 78 2003 Gable CompShg Wd Sdng Wd Sdng None
## 79 2002 Gable CompShg Wd Sdng Wd Sdng None
## 80 1950 Gable CompShg MetalSd MetalSd None
## 81 1994 Gable CompShg Wd Sdng Wd Sdng None
## 82 1997 Gable CompShg MetalSd MetalSd None
## 83 2005 Gable CompShg Wd Sdng Wd Sdng None
## 84 1950 Gable CompShg MetalSd MetalSd None
## 85 1950 Gable CompShg MetalSd MetalSd None
## 86 1950 Gable CompShg MetalSd MetalSd None
## 87 1950 Gable CompShg MetalSd MetalSd Stone
## 88 1950 Gable CompShg Wd Sdng Wd Sdng None
## 89 1980 Gable CompShg VinylSd VinylSd None
## 90 1950 Gable CompShg MetalSd MetalSd None
## 91 1950 Gable CompShg Wd Sdng Wd Sdng None
## 92 1950 Gable CompShg MetalSd MetalSd None
## 93 2009 Gable CompShg Wd Sdng Wd Sdng None
## 94 1993 Gable CompShg VinylSd VinylSd None
## 95 1959 Gable CompShg HdBoard HdBoard BrkFace
## 96 1950 Gable CompShg Wd Sdng Wd Sdng None
## 97 1950 Gable CompShg Wd Sdng Wd Shng None
## 98 1950 Gable CompShg VinylSd VinylSd None
## 99 1950 Gambrel CompShg Wd Sdng Stucco None
## 100 1950 Gable CompShg Wd Sdng Wd Sdng None
## 101 1967 Gable Tar&Grv Plywood Plywood BrkFace
## 102 2008 Hip CompShg HdBoard HdBoard BrkFace
## 103 1968 Hip CompShg HdBoard HdBoard None
## 104 1978 Gable CompShg Plywood Plywood None
## 105 1968 Gable CompShg HdBoard HdBoard None
## 106 2001 Hip CompShg Wd Sdng Wd Sdng None
## 107 1950 Gable CompShg Wd Sdng Wd Sdng None
## 108 1992 Gable CompShg VinylSd VinylSd BrkFace
## 109 1990 Gable CompShg Wd Sdng Wd Sdng None
## 110 1987 Gable CompShg Wd Sdng Plywood None
## 111 1979 Gable CompShg WdShing Wd Shng None
## 112 1998 Gable CompShg WdShing Wd Shng None
## 113 2010 Gable CompShg VinylSd VinylSd Stone
## 114 1964 Gable CompShg Wd Sdng Wd Sdng None
## 115 1987 Gable CompShg Plywood Plywood BrkFace
## 116 1993 Gable CompShg VinylSd VinylSd BrkFace
## 117 2010 Gable CompShg VinylSd VinylSd Stone
## 118 1993 Gable CompShg Wd Sdng Plywood None
## 119 1996 Gable CompShg VinylSd VinylSd None
## 120 1998 Gable CompShg VinylSd VinylSd None
## 121 2004 Gable CompShg CemntBd CmentBd None
## 122 1972 Gable CompShg Wd Sdng Wd Sdng None
## 123 2003 Hip CompShg CemntBd CmentBd BrkFace
## 124 1997 Gable CompShg VinylSd VinylSd None
## 125 2003 Gable CompShg VinylSd VinylSd BrkFace
## 126 2007 Gable CompShg VinylSd VinylSd None
## 127 1954 Gable CompShg VinylSd VinylSd None
## 128 1968 Gable CompShg MetalSd MetalSd None
## 129 1950 Gable CompShg VinylSd VinylSd None
## 130 1975 Gable CompShg Plywood Plywood None
## 131 1958 Hip CompShg WdShing Wd Shng None
## 132 1999 Gable CompShg MetalSd VinylSd BrkFace
## 133 1950 Gable CompShg Wd Sdng Wd Sdng None
## 134 1967 Flat Tar&Grv Plywood CBlock None
## 135 1950 Gable CompShg VinylSd VinylSd None
## 136 1985 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 137 1991 Gable CompShg VinylSd VinylSd BrkFace
## 138 2007 Gable CompShg VinylSd VinylSd BrkFace
## 139 1989 Gable CompShg HdBoard HdBoard None
## 140 1989 Gable CompShg HdBoard HdBoard None
## 141 1950 Gable CompShg Wd Sdng Wd Sdng None
## 142 1975 Gable CompShg Wd Sdng Wd Sdng None
## 143 1950 Hip CompShg Wd Sdng Wd Sdng None
## 144 2005 Hip CompShg CemntBd CmentBd Stone
## 145 1999 Gable CompShg VinylSd VinylSd None
## 146 1977 Gable CompShg Plywood Plywood None
## 147 1976 Gable CompShg Plywood Plywood None
## 148 2008 Gable CompShg VinylSd VinylSd Stone
## 149 2010 Gable CompShg VinylSd VinylSd None
## 150 2007 Gable CompShg VinylSd VinylSd None
## 151 1977 Hip CompShg Plywood HdBoard None
## 152 2005 Gable CompShg VinylSd VinylSd None
## 153 1999 Gable CompShg VinylSd VinylSd None
## 154 1973 Gable CompShg CemntBd CmentBd None
## 155 1970 Gable CompShg CemntBd CmentBd None
## 156 1970 Gable CompShg CemntBd CmentBd None
## 157 1972 Gable CompShg CemntBd CmentBd None
## 158 2004 Gable CompShg VinylSd VinylSd None
## 159 1984 Gable CompShg VinylSd VinylSd None
## 160 1986 Gable CompShg HdBoard HdBoard None
## 161 1991 Gable CompShg HdBoard HdBoard None
## 162 1969 Gable CompShg HdBoard HdBoard None
## 163 1995 Hip CompShg VinylSd VinylSd None
## 164 1994 Gable CompShg VinylSd VinylSd None
## 165 1956 Gable CompShg MetalSd MetalSd None
## 166 1974 Hip CompShg Plywood Plywood BrkFace
## 167 1997 Gable CompShg VinylSd VinylSd None
## 168 2003 Gable CompShg VinylSd VinylSd BrkFace
## 169 1997 Gable CompShg HdBoard HdBoard BrkFace
## 170 2005 Gable CompShg CemntBd CmentBd None
## 171 1998 Gable CompShg CemntBd CmentBd None
## 172 1996 Gable CompShg CemntBd CmentBd None
## 173 1998 Gable CompShg VinylSd VinylSd None
## 174 1999 Gable CompShg VinylSd VinylSd None
## 175 1995 Gable CompShg HdBoard HdBoard None
## 176 1993 Gable CompShg HdBoard HdBoard BrkFace
## 177 1977 Gable CompShg HdBoard Wd Sdng BrkFace
## 178 1978 Gable CompShg HdBoard HdBoard BrkFace
## 179 1986 Gable CompShg VinylSd VinylSd BrkFace
## 180 1991 Gable CompShg Plywood Plywood BrkFace
## 181 1998 Gable CompShg HdBoard HdBoard BrkFace
## 182 2003 Gable CompShg CemntBd CmentBd None
## 183 2001 Gable CompShg VinylSd VinylSd None
## 184 2002 Gable CompShg VinylSd VinylSd None
## 185 1975 Gable CompShg HdBoard HdBoard BrkFace
## 186 1974 Hip CompShg Plywood Plywood BrkFace
## 187 1975 Gable CompShg Plywood Plywood None
## 188 1970 Gable CompShg HdBoard HdBoard None
## 189 1971 Gable CompShg Plywood Plywood BrkFace
## 190 1970 Gable CompShg VinylSd VinylSd None
## 191 2006 Gable CompShg VinylSd VinylSd None
## 192 1973 Gable CompShg HdBoard HdBoard BrkFace
## 193 1972 Gable CompShg HdBoard HdBoard BrkFace
## 194 1976 Gable CompShg Plywood Brk Cmn None
## 195 1975 Gable CompShg Plywood Brk Cmn None
## 196 1977 Gable CompShg Plywood Brk Cmn None
## 197 1978 Gable CompShg Plywood Brk Cmn None
## 198 1978 Gable CompShg Plywood Brk Cmn None
## 199 1976 Gable CompShg Plywood Brk Cmn None
## 200 2004 Hip CompShg HdBoard HdBoard BrkFace
## 201 2007 Hip CompShg VinylSd VinylSd Stone
## 202 2009 Gable CompShg VinylSd VinylSd None
## 203 2008 Hip CompShg VinylSd VinylSd Stone
## 204 2007 Hip CompShg VinylSd VinylSd Stone
## 205 2008 Gable CompShg VinylSd VinylSd Stone
## 206 2005 Hip CompShg VinylSd VinylSd BrkFace
## 207 2007 Gable CompShg VinylSd VinylSd Stone
## 208 2008 Hip CompShg VinylSd VinylSd Stone
## 209 2006 Gable CompShg VinylSd VinylSd Stone
## 210 2008 Hip CompShg VinylSd VinylSd None
## 211 2004 Hip CompShg VinylSd VinylSd BrkFace
## 212 2003 Hip CompShg VinylSd VinylSd BrkFace
## 213 2004 Gable CompShg VinylSd VinylSd Stone
## 214 2006 Gable CompShg VinylSd VinylSd Stone
## 215 2005 Gable CompShg VinylSd VinylSd Stone
## 216 2005 Gable CompShg VinylSd VinylSd Stone
## 217 2008 Gable CompShg VinylSd VinylSd Stone
## 218 2005 Hip CompShg CemntBd CmentBd Stone
## 219 2004 Hip CompShg VinylSd VinylSd BrkFace
## 220 2009 Hip CompShg MetalSd MetalSd BrkFace
## 221 2008 Hip CompShg VinylSd VinylSd BrkFace
## 222 2003 Hip CompShg VinylSd VinylSd BrkFace
## 223 2003 Gable CompShg VinylSd VinylSd Stone
## 224 2005 Gable CompShg VinylSd VinylSd None
## 225 2006 Gable CompShg VinylSd VinylSd None
## 226 2006 Gable CompShg VinylSd VinylSd BrkFace
## 227 2005 Gable CompShg WdShing Wd Shng None
## 228 2005 Gable CompShg VinylSd VinylSd BrkFace
## 229 2004 Gable CompShg VinylSd VinylSd None
## 230 2003 Gable CompShg VinylSd VinylSd None
## 231 2003 Gable CompShg VinylSd VinylSd None
## 232 2002 Gable CompShg VinylSd VinylSd <NA>
## 233 2004 Gable CompShg VinylSd VinylSd None
## 234 2000 Gable CompShg VinylSd VinylSd None
## 235 2000 Gable CompShg VinylSd VinylSd None
## 236 1999 Gable CompShg VinylSd VinylSd BrkFace
## 237 1999 Gable CompShg VinylSd VinylSd None
## 238 2000 Gable CompShg VinylSd VinylSd BrkFace
## 239 1995 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 240 1996 Gable CompShg VinylSd VinylSd BrkFace
## 241 1994 Gable CompShg HdBoard HdBoard BrkFace
## 242 2008 Gable CompShg VinylSd VinylSd Stone
## 243 2008 Gable CompShg VinylSd VinylSd BrkFace
## 244 2007 Gable CompShg VinylSd VinylSd Stone
## 245 2006 Hip CompShg VinylSd VinylSd Stone
## 246 2006 Hip CompShg VinylSd VinylSd Stone
## 247 2009 Gable CompShg VinylSd VinylSd <NA>
## 248 2008 Hip CompShg VinylSd VinylSd None
## 249 2008 Gable CompShg VinylSd VinylSd Stone
## 250 2007 Gable CompShg VinylSd VinylSd Stone
## 251 2006 Hip CompShg VinylSd VinylSd Stone
## 252 2009 Hip CompShg VinylSd VinylSd BrkFace
## 253 2007 Gable CompShg VinylSd VinylSd None
## 254 2004 Gable CompShg VinylSd Wd Shng None
## 255 2003 Gable CompShg VinylSd VinylSd None
## 256 2007 Gable CompShg VinylSd VinylSd None
## 257 2006 Gable CompShg VinylSd VinylSd None
## 258 2004 Gable CompShg VinylSd VinylSd None
## 259 2004 Gable CompShg VinylSd VinylSd None
## 260 2004 Gable Tar&Grv VinylSd VinylSd BrkFace
## 261 2005 Gable CompShg VinylSd VinylSd None
## 262 2004 Gable CompShg VinylSd VinylSd None
## 263 2004 Gable CompShg VinylSd VinylSd None
## 264 2009 Gable CompShg VinylSd VinylSd BrkFace
## 265 1997 Gable CompShg VinylSd VinylSd BrkFace
## 266 1992 Gable CompShg HdBoard HdBoard None
## 267 1991 Gable CompShg Plywood ImStucc None
## 268 1994 Gable CompShg VinylSd VinylSd None
## 269 1986 Gable CompShg VinylSd VinylSd BrkFace
## 270 1981 Gable CompShg Wd Sdng Wd Shng None
## 271 1962 Hip CompShg HdBoard Plywood None
## 272 1961 Gable CompShg MetalSd MetalSd None
## 273 1961 Gable CompShg Wd Sdng Plywood None
## 274 1965 Gable CompShg HdBoard Plywood None
## 275 1995 Gable CompShg Plywood Plywood None
## 276 1962 Gable CompShg VinylSd VinylSd BrkFace
## 277 1980 Gable CompShg VinylSd VinylSd BrkFace
## 278 2008 Gable CompShg VinylSd VinylSd BrkFace
## 279 2005 Gable CompShg MetalSd MetalSd None
## 280 2008 Gable CompShg VinylSd VinylSd Stone
## 281 2008 Gable CompShg VinylSd VinylSd Stone
## 282 2000 Gable CompShg MetalSd MetalSd BrkFace
## 283 1999 Hip CompShg MetalSd MetalSd BrkFace
## 284 2008 Gable CompShg MetalSd MetalSd BrkFace
## 285 1981 Gable CompShg BrkFace BrkFace None
## 286 1976 Gable CompShg Plywood Plywood BrkFace
## 287 1974 Gable CompShg VinylSd VinylSd None
## 288 1997 Gable CompShg MetalSd MetalSd BrkFace
## 289 1969 Gable CompShg HdBoard HdBoard BrkFace
## 290 1969 Gable CompShg HdBoard HdBoard BrkFace
## 291 1992 Hip CompShg HdBoard HdBoard BrkFace
## 292 1967 Gable CompShg HdBoard HdBoard None
## 293 1967 Hip CompShg HdBoard HdBoard None
## 294 1974 Gable CompShg Plywood Plywood BrkFace
## 295 1971 Hip CompShg HdBoard HdBoard BrkFace
## 296 1960 Gable CompShg VinylSd VinylSd None
## 297 1959 Hip CompShg MetalSd MetalSd None
## 298 1957 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 299 1956 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 300 1995 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 301 1964 Gable CompShg HdBoard HdBoard Stone
## 302 1965 Gable CompShg MetalSd MetalSd None
## 303 1961 Hip CompShg HdBoard HdBoard BrkFace
## 304 1955 Gable CompShg Wd Sdng Wd Sdng None
## 305 1967 Gable CompShg BrkComm Brk Cmn None
## 306 1961 Hip CompShg MetalSd MetalSd BrkFace
## 307 2008 Gable CompShg MetalSd MetalSd BrkFace
## 308 1956 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 309 1960 Gable CompShg Plywood Plywood BrkFace
## 310 1998 Hip CompShg MetalSd MetalSd None
## 311 1956 Gable CompShg BrkFace BrkFace None
## 312 1955 Gable CompShg AsbShng AsbShng None
## 313 1956 Gable CompShg Plywood Plywood None
## 314 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 315 1954 Hip CompShg MetalSd MetalSd BrkFace
## 316 1951 Hip CompShg MetalSd MetalSd None
## 317 1950 Gable CompShg MetalSd MetalSd None
## 318 2005 Hip CompShg Wd Sdng Wd Sdng None
## 319 1953 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 320 1999 Gable CompShg WdShing Wd Shng None
## 321 1950 Gable CompShg Wd Sdng Wd Sdng None
## 322 1958 Gable CompShg MetalSd MetalSd None
## 323 2006 Gable CompShg VinylSd VinylSd None
## 324 2003 Gable CompShg MetalSd MetalSd None
## 325 1950 Gable CompShg MetalSd MetalSd None
## 326 1950 Gable CompShg MetalSd MetalSd None
## 327 2008 Gable CompShg VinylSd VinylSd None
## 328 1950 Gable CompShg Stucco Stucco None
## 329 1950 Gable CompShg Wd Sdng Wd Sdng None
## 330 1998 Gable CompShg VinylSd VinylSd None
## 331 1969 Gable CompShg MetalSd MetalSd Stone
## 332 1963 Gable CompShg HdBoard HdBoard BrkFace
## 333 1967 Gable CompShg HdBoard HdBoard None
## 334 2007 Hip CompShg Wd Sdng Wd Sdng None
## 335 1957 Hip CompShg Plywood Plywood Stone
## 336 1958 Flat Tar&Grv Wd Sdng Wd Sdng BrkFace
## 337 1950 Gable CompShg Wd Sdng Wd Sdng None
## 338 1958 Hip CompShg BrkFace BrkFace None
## 339 1952 Gable CompShg MetalSd MetalSd None
## 340 1959 Gable CompShg BrkFace Plywood None
## 341 1996 Gable CompShg MetalSd MetalSd None
## 342 1994 Gable CompShg MetalSd MetalSd None
## 343 1964 Gable CompShg HdBoard HdBoard BrkFace
## 344 1978 Gable CompShg Plywood Plywood BrkFace
## 345 1963 Hip CompShg HdBoard HdBoard None
## 346 1998 Gable CompShg Wd Sdng Wd Sdng None
## 347 1950 Gable CompShg Wd Sdng Wd Sdng None
## 348 2003 Gable CompShg VinylSd VinylSd None
## 349 2002 Gable CompShg VinylSd VinylSd None
## 350 1950 Gable CompShg Wd Sdng Wd Sdng None
## 351 1950 Gable CompShg AsbShng AsbShng None
## 352 1950 Gable CompShg MetalSd MetalSd None
## 353 1970 Gable CompShg Wd Sdng Wd Sdng None
## 354 1950 Gable CompShg MetalSd MetalSd None
## 355 1950 Gable CompShg MetalSd MetalSd None
## 356 1950 Gable CompShg Stucco Stucco None
## 357 1950 Gable CompShg VinylSd VinylSd None
## 358 1950 Gable CompShg Stucco BrkFace None
## 359 2007 Gable CompShg Stucco Stucco None
## 360 1950 Gable CompShg Stucco Stucco None
## 361 1950 Gable CompShg MetalSd MetalSd None
## 362 2002 Gable CompShg MetalSd MetalSd None
## 363 1950 Mansard CompShg AsbShng AsbShng None
## 364 1950 Gable CompShg MetalSd MetalSd None
## 365 1982 Gable CompShg WdShing Wd Shng None
## 366 1950 Gable CompShg Stucco Stucco BrkFace
## 367 1999 Gable CompShg MetalSd MetalSd None
## 368 1950 Gable CompShg Wd Sdng Wd Sdng None
## 369 1950 Hip CompShg Wd Sdng Wd Sdng None
## 370 1950 Gable CompShg MetalSd MetalSd None
## 371 1994 Gable CompShg Wd Sdng Wd Sdng None
## 372 1950 Hip CompShg MetalSd MetalSd None
## 373 1950 Gable CompShg Plywood Plywood None
## 374 2002 Gable CompShg Wd Sdng Wd Sdng None
## 375 2000 Gable CompShg MetalSd MetalSd Stone
## 376 1950 Gable CompShg MetalSd MetalSd None
## 377 1950 Hip CompShg MetalSd MetalSd None
## 378 1965 Gable CompShg MetalSd MetalSd None
## 379 2001 Gable CompShg MetalSd MetalSd None
## 380 1988 Gable CompShg Plywood Plywood None
## 381 1978 Gable CompShg Plywood Plywood None
## 382 1950 Gable CompShg MetalSd MetalSd None
## 383 1967 Hip CompShg HdBoard HdBoard BrkFace
## 384 1978 Gable CompShg Plywood HdBoard BrkFace
## 385 1961 Hip CompShg HdBoard HdBoard None
## 386 1960 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 387 1956 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 388 1950 Gable CompShg Wd Sdng Wd Sdng None
## 389 1954 Gable CompShg VinylSd VinylSd None
## 390 1956 Hip CompShg MetalSd MetalSd None
## 391 1950 Hip CompShg MetalSd MetalSd None
## 392 1954 Gable CompShg Wd Sdng Wd Sdng None
## 393 1984 Gable CompShg HdBoard HdBoard BrkFace
## 394 1991 Gable CompShg HdBoard HdBoard None
## 395 1983 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 396 1994 Gable CompShg VinylSd VinylSd None
## 397 2007 Gable CompShg HdBoard HdBoard None
## 398 1979 Gable CompShg HdBoard HdBoard None
## 399 1979 Gable CompShg HdBoard HdBoard None
## 400 1979 Gable CompShg Plywood Plywood BrkFace
## 401 1979 Gable CompShg HdBoard HdBoard None
## 402 2000 Hip CompShg VinylSd VinylSd BrkFace
## 403 2000 Hip CompShg VinylSd VinylSd BrkFace
## 404 2000 Hip CompShg VinylSd VinylSd BrkFace
## 405 2009 Hip CompShg VinylSd VinylSd Stone
## 406 2008 Gable CompShg VinylSd VinylSd Stone
## 407 2008 Gable CompShg VinylSd VinylSd None
## 408 2008 Hip CompShg VinylSd VinylSd Stone
## 409 2007 Gable CompShg VinylSd VinylSd None
## 410 2008 Gable CompShg VinylSd VinylSd BrkFace
## 411 2006 Gable CompShg VinylSd VinylSd Stone
## 412 2006 Gable CompShg VinylSd VinylSd None
## 413 1993 Gable CompShg VinylSd VinylSd None
## 414 1994 Gable CompShg VinylSd VinylSd None
## 415 1998 Gable CompShg VinylSd VinylSd None
## 416 1998 Gable CompShg VinylSd VinylSd BrkFace
## 417 2001 Gable CompShg VinylSd VinylSd BrkFace
## 418 2001 Gable CompShg VinylSd VinylSd BrkFace
## 419 1978 Gable CompShg MetalSd MetalSd BrkFace
## 420 1979 Gable CompShg HdBoard HdBoard BrkFace
## 421 2002 Hip CompShg VinylSd VinylSd None
## 422 2003 Gable CompShg VinylSd VinylSd BrkFace
## 423 2002 Gable CompShg VinylSd VinylSd <NA>
## 424 2001 Gable CompShg VinylSd VinylSd None
## 425 2000 Gable CompShg VinylSd VinylSd BrkFace
## 426 2003 Hip CompShg HdBoard HdBoard BrkFace
## 427 1998 Gable CompShg VinylSd VinylSd BrkFace
## 428 2007 Gable CompShg VinylSd VinylSd BrkFace
## 429 2007 Gable CompShg VinylSd VinylSd None
## 430 1971 Gable CompShg HdBoard HdBoard None
## 431 2006 Gable CompShg VinylSd VinylSd BrkFace
## 432 1959 Gable CompShg AsbShng AsbShng None
## 433 1950 Gable CompShg MetalSd MetalSd None
## 434 1959 Hip CompShg VinylSd VinylSd BrkFace
## 435 1956 Hip CompShg HdBoard HdBoard BrkFace
## 436 1950 Gable CompShg Wd Sdng Wd Sdng None
## 437 1950 Gable CompShg MetalSd MetalSd BrkFace
## 438 1950 Gable CompShg Wd Sdng Wd Sdng None
## 439 2000 Gable CompShg Stucco Stucco None
## 440 1990 Gambrel CompShg Wd Sdng Wd Sdng None
## 441 1950 Gable CompShg Wd Sdng Wd Sdng None
## 442 1960 Gable CompShg MetalSd MetalSd None
## 443 1950 Gable CompShg Wd Sdng Wd Sdng None
## 444 1954 Gable CompShg BrkFace BrkFace None
## 445 1960 Gable CompShg HdBoard Plywood Stone
## 446 2005 Gable CompShg BrkComm Brk Cmn None
## 447 1954 Gable CompShg HdBoard HdBoard Stone
## 448 1980 Gable CompShg MetalSd MetalSd None
## 449 1992 Gable CompShg MetalSd MetalSd None
## 450 1980 Gable CompShg MetalSd MetalSd None
## 451 1986 Gable CompShg VinylSd VinylSd BrkFace
## 452 2009 Hip CompShg BrkFace BrkFace None
## 453 1993 Gambrel CompShg AsbShng AsbShng None
## 454 1950 Gable CompShg MetalSd MetalSd None
## 455 2008 Hip CompShg CemntBd CmentBd Stone
## 456 1950 Gable CompShg Wd Sdng Wd Sdng None
## 457 2001 Gable CompShg CemntBd CmentBd None
## 458 1977 Gable CompShg Plywood Plywood None
## 459 1977 Gable CompShg Plywood Plywood None
## 460 1991 Gable CompShg HdBoard HdBoard None
## 461 2008 Gable CompShg CemntBd CmentBd Stone
## 462 2008 Gable CompShg CemntBd CmentBd BrkFace
## 463 2006 Gable CompShg MetalSd MetalSd None
## 464 1989 Hip CompShg Plywood Plywood BrkFace
## 465 2003 Gable CompShg VinylSd VinylSd None
## 466 2007 Hip CompShg CemntBd CmentBd Stone
## 467 1968 Gable CompShg HdBoard HdBoard BrkFace
## 468 2000 Hip CompShg HdBoard HdBoard BrkFace
## 469 1972 Gable CompShg MetalSd MetalSd None
## 470 1996 Gable CompShg HdBoard HdBoard None
## 471 1993 Gable CompShg HdBoard Wd Shng None
## 472 1992 Gable CompShg HdBoard Wd Shng None
## 473 1969 Gable CompShg VinylSd VinylSd BrkFace
## 474 1998 Gable CompShg VinylSd VinylSd None
## 475 1996 Gable CompShg VinylSd VinylSd BrkFace
## 476 1998 Gable CompShg VinylSd VinylSd None
## 477 1996 Gable CompShg HdBoard HdBoard None
## 478 1997 Gable CompShg HdBoard HdBoard None
## 479 1997 Gable CompShg CemntBd CmentBd None
## 480 1992 Gable CompShg HdBoard HdBoard None
## 481 1998 Gable CompShg VinylSd VinylSd None
## 482 1991 Gable CompShg HdBoard HdBoard BrkFace
## 483 1989 Gable CompShg HdBoard HdBoard None
## 484 2005 Gable CompShg VinylSd VinylSd Stone
## 485 2004 Hip CompShg VinylSd VinylSd BrkFace
## 486 1952 Hip CompShg BrkFace BrkFace None
## 487 2007 Hip CompShg MetalSd MetalSd BrkFace
## 488 1950 Hip CompShg AsbShng AsbShng BrkFace
## 489 1988 Gable CompShg Plywood Wd Sdng BrkFace
## 490 1983 Gable CompShg WdShing Plywood BrkFace
## 491 1978 Hip CompShg Plywood Plywood BrkFace
## 492 1979 Hip CompShg Plywood Plywood BrkFace
## 493 1976 Hip CompShg HdBoard HdBoard BrkFace
## 494 1988 Gable CompShg HdBoard HdBoard BrkFace
## 495 1969 Gable CompShg VinylSd VinylSd None
## 496 1978 Mansard WdShake Plywood Plywood BrkFace
## 497 1976 Gable CompShg HdBoard HdBoard BrkFace
## 498 1996 Gable CompShg VinylSd VinylSd BrkFace
## 499 1974 Gable CompShg VinylSd VinylSd None
## 500 1969 Gable CompShg HdBoard HdBoard BrkFace
## 501 1971 Hip CompShg MetalSd MetalSd None
## 502 1973 Gable CompShg HdBoard HdBoard BrkFace
## 503 1972 Gable CompShg HdBoard HdBoard BrkFace
## 504 1972 Gable CompShg HdBoard HdBoard BrkFace
## 505 1975 Gable CompShg Plywood Brk Cmn None
## 506 1977 Gable CompShg Plywood Brk Cmn None
## 507 2007 Hip CompShg VinylSd VinylSd Stone
## 508 2007 Hip CompShg VinylSd VinylSd Stone
## 509 2007 Hip CompShg VinylSd VinylSd BrkFace
## 510 2006 Hip CompShg VinylSd VinylSd BrkFace
## 511 2006 Hip CompShg CemntBd CmentBd BrkFace
## 512 2005 Gable CompShg CemntBd CmentBd BrkFace
## 513 2007 Hip CompShg VinylSd VinylSd Stone
## 514 2004 Gable CompShg VinylSd VinylSd Stone
## 515 2003 Hip CompShg MetalSd MetalSd Stone
## 516 2004 Gable CompShg VinylSd VinylSd BrkFace
## 517 2002 Gable CompShg VinylSd VinylSd BrkFace
## 518 2003 Gable CompShg VinylSd VinylSd BrkFace
## 519 2008 Hip CompShg MetalSd MetalSd BrkFace
## 520 2005 Gable CompShg VinylSd VinylSd Stone
## 521 2008 Hip CompShg MetalSd MetalSd BrkFace
## 522 2007 Hip CompShg MetalSd MetalSd BrkFace
## 523 2007 Hip CompShg MetalSd MetalSd BrkFace
## 524 2004 Gable CompShg VinylSd Wd Shng Stone
## 525 2003 Gable CompShg VinylSd VinylSd BrkFace
## 526 2004 Hip CompShg VinylSd VinylSd BrkFace
## 527 2008 Gable CompShg WdShing Wd Shng BrkFace
## 528 2004 Gable CompShg VinylSd VinylSd None
## 529 2003 Gable CompShg VinylSd VinylSd None
## 530 2003 Gable CompShg VinylSd VinylSd BrkFace
## 531 2008 Gable CompShg VinylSd VinylSd Stone
## 532 2001 Gable CompShg VinylSd VinylSd BrkFace
## 533 2002 Gable CompShg VinylSd VinylSd <NA>
## 534 2000 Gable CompShg VinylSd VinylSd None
## 535 1999 Gable CompShg VinylSd VinylSd None
## 536 1997 Hip CompShg HdBoard HdBoard BrkFace
## 537 2000 Hip CompShg VinylSd VinylSd BrkFace
## 538 1998 Gable CompShg VinylSd VinylSd BrkFace
## 539 1997 Gable CompShg VinylSd VinylSd None
## 540 1995 Gable CompShg VinylSd VinylSd BrkFace
## 541 1994 Hip WdShake VinylSd VinylSd BrkFace
## 542 2006 Gable CompShg VinylSd VinylSd BrkFace
## 543 2007 Gable CompShg VinylSd VinylSd Stone
## 544 2008 Hip CompShg VinylSd VinylSd Stone
## 545 2007 Hip CompShg VinylSd VinylSd <NA>
## 546 2008 Gable CompShg VinylSd VinylSd None
## 547 2007 Gable CompShg VinylSd VinylSd BrkFace
## 548 2008 Gable CompShg CemntBd CmentBd Stone
## 549 2003 Gable CompShg VinylSd VinylSd None
## 550 2004 Gable CompShg VinylSd VinylSd BrkFace
## 551 2006 Gable CompShg VinylSd VinylSd BrkFace
## 552 2007 Gable CompShg VinylSd VinylSd None
## 553 1995 Gable CompShg VinylSd VinylSd BrkFace
## 554 1994 Gable CompShg HdBoard HdBoard BrkFace
## 555 1995 Gable CompShg VinylSd VinylSd BrkFace
## 556 2001 Gable CompShg VinylSd VinylSd None
## 557 1992 Gable CompShg HdBoard HdBoard None
## 558 1963 Hip CompShg Wd Sdng Wd Sdng None
## 559 2007 Gable CompShg Wd Sdng Wd Sdng None
## 560 1968 Gable CompShg HdBoard HdBoard None
## 561 1963 Hip CompShg Wd Sdng HdBoard None
## 562 1974 Gable CompShg HdBoard ImStucc BrkFace
## 563 1972 Gable CompShg HdBoard HdBoard None
## 564 1991 Hip CompShg HdBoard HdBoard BrkFace
## 565 1994 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 566 2005 Gable CompShg MetalSd MetalSd None
## 567 2005 Gable CompShg MetalSd MetalSd None
## 568 2007 Gable CompShg VinylSd VinylSd None
## 569 1999 Gable CompShg MetalSd MetalSd Stone
## 570 2000 Hip CompShg MetalSd MetalSd BrkFace
## 571 2001 Gable CompShg VinylSd VinylSd BrkFace
## 572 2001 Gable CompShg VinylSd VinylSd None
## 573 2000 Gable CompShg VinylSd VinylSd BrkFace
## 574 2000 Gable CompShg VinylSd VinylSd BrkFace
## 575 2001 Gable CompShg VinylSd VinylSd BrkFace
## 576 1999 Gable CompShg MetalSd MetalSd BrkFace
## 577 2000 Gable CompShg MetalSd MetalSd BrkFace
## 578 1999 Gable CompShg BrkFace MetalSd None
## 579 1995 Hip CompShg BrkFace BrkFace None
## 580 1977 Mansard CompShg Wd Sdng Wd Sdng BrkFace
## 581 2007 Gable CompShg VinylSd VinylSd None
## 582 2002 Gable CompShg VinylSd VinylSd <NA>
## 583 1969 Gable CompShg MetalSd MetalSd None
## 584 1968 Gable CompShg HdBoard HdBoard None
## 585 1967 Gable CompShg Plywood Plywood None
## 586 1965 Gable CompShg MetalSd MetalSd None
## 587 1968 Gable CompShg MetalSd MetalSd None
## 588 2005 Hip CompShg HdBoard HdBoard None
## 589 1965 Gable CompShg HdBoard HdBoard None
## 590 1971 Gable CompShg HdBoard HdBoard None
## 591 1956 Gable CompShg HdBoard HdBoard None
## 592 1961 Gable CompShg Plywood Plywood None
## 593 2000 Gable CompShg Wd Sdng Wd Sdng None
## 594 1950 Gable CompShg MetalSd MetalSd None
## 595 1960 Gable CompShg MetalSd MetalSd BrkFace
## 596 2006 Gable CompShg HdBoard HdBoard None
## 597 1953 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 598 1999 Gable CompShg VinylSd VinylSd BrkFace
## 599 1957 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 600 1998 Gable CompShg HdBoard HdBoard None
## 601 1958 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 602 1958 Gable CompShg MetalSd MetalSd None
## 603 1952 Gable CompShg MetalSd MetalSd Stone
## 604 1953 Gable CompShg MetalSd MetalSd BrkFace
## 605 1953 Hip CompShg MetalSd MetalSd None
## 606 1957 Gable CompShg Plywood Plywood BrkFace
## 607 1982 Gable CompShg MetalSd MetalSd None
## 608 1957 Gable CompShg Wd Sdng Wd Sdng None
## 609 1950 Gable CompShg MetalSd MetalSd None
## 610 1950 Gable CompShg VinylSd VinylSd None
## 611 2005 Gambrel CompShg VinylSd VinylSd None
## 612 1950 Gable CompShg Wd Sdng Wd Sdng None
## 613 1968 Gable CompShg HdBoard Plywood None
## 614 2001 Gable Tar&Grv HdBoard HdBoard BrkFace
## 615 1993 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 616 1951 Gable CompShg MetalSd MetalSd None
## 617 1959 Gable CompShg BrkFace Wd Sdng None
## 618 1962 Gable CompShg BrkFace MetalSd None
## 619 1950 Gable CompShg Wd Sdng Wd Sdng None
## 620 1954 Gable CompShg MetalSd MetalSd None
## 621 1954 Gable CompShg MetalSd MetalSd None
## 622 1961 Gable CompShg BrkFace Wd Sdng None
## 623 1967 Gable CompShg MetalSd MetalSd None
## 624 1954 Gable CompShg MetalSd MetalSd None
## 625 1963 Gable CompShg Wd Sdng Wd Sdng None
## 626 2008 Gable CompShg VinylSd VinylSd None
## 627 2005 Gable CompShg WdShing Wd Shng None
## 628 2003 Gable CompShg AsbShng AsbShng None
## 629 1950 Gable CompShg MetalSd MetalSd None
## 630 2005 Gable CompShg Wd Sdng Wd Sdng None
## 631 1996 Gable CompShg Wd Sdng Wd Sdng None
## 632 1985 Gable CompShg MetalSd MetalSd None
## 633 1950 Gable CompShg WdShing Wd Shng None
## 634 2006 Gable CompShg Stucco Stucco None
## 635 1950 Gable CompShg Wd Sdng Wd Sdng None
## 636 1950 Mansard CompShg MetalSd MetalSd None
## 637 1996 Gable CompShg Wd Sdng HdBoard None
## 638 1950 Gable CompShg MetalSd MetalSd None
## 639 1950 Gable CompShg VinylSd VinylSd None
## 640 1992 Gable CompShg MetalSd MetalSd None
## 641 2006 Gable CompShg MetalSd MetalSd None
## 642 1965 Gable CompShg Wd Sdng Wd Shng None
## 643 2003 Gable CompShg VinylSd VinylSd None
## 644 1960 Gable CompShg AsbShng AsbShng None
## 645 2005 Gable CompShg MetalSd MetalSd None
## 646 1950 Gable CompShg AsbShng AsbShng None
## 647 1999 Gable CompShg Wd Sdng Wd Shng None
## 648 1959 Gable CompShg MetalSd MetalSd BrkFace
## 649 2006 Gable CompShg MetalSd MetalSd None
## 650 1983 Gable CompShg WdShing Wd Shng None
## 651 1950 Gable CompShg Wd Sdng Wd Sdng None
## 652 1950 Gable CompShg Wd Sdng Wd Sdng None
## 653 2006 Gable CompShg Wd Sdng Wd Sdng None
## 654 2000 Gable CompShg HdBoard HdBoard None
## 655 1989 Gable CompShg Wd Sdng Wd Sdng None
## 656 2003 Gable CompShg Wd Sdng Wd Sdng None
## 657 2000 Gable CompShg Wd Sdng Wd Sdng None
## 658 1950 Gable CompShg Wd Sdng Wd Sdng None
## 659 1950 Gable CompShg MetalSd MetalSd None
## 660 1997 Gable CompShg AsbShng AsbShng None
## 661 1950 Gable CompShg MetalSd CBlock None
## 662 1950 Gable CompShg MetalSd MetalSd None
## 663 1995 Gable CompShg Plywood Plywood None
## 664 1950 Gable CompShg Wd Sdng Wd Sdng None
## 665 1950 Gambrel CompShg Wd Sdng Wd Sdng None
## 666 2004 Gable CompShg VinylSd VinylSd None
## 667 1983 Gable CompShg Wd Sdng Wd Sdng None
## 668 1950 Gambrel CompShg MetalSd MetalSd None
## 669 1950 Gable CompShg Stucco Wd Shng None
## 670 1952 Gable CompShg MetalSd MetalSd None
## 671 1958 Gable CompShg Wd Sdng Wd Sdng None
## 672 1978 Gable CompShg HdBoard HdBoard None
## 673 1992 Gable CompShg VinylSd VinylSd None
## 674 1950 Gable CompShg Stucco Stucco None
## 675 1991 Gable CompShg Wd Sdng Wd Sdng None
## 676 1950 Gable CompShg AsphShn AsphShn None
## 677 1993 Gable CompShg VinylSd VinylSd None
## 678 1963 Gable CompShg HdBoard Wd Sdng None
## 679 1978 Gable CompShg HdBoard Plywood BrkFace
## 680 2005 Gable CompShg HdBoard HdBoard None
## 681 1978 Gable CompShg HdBoard HdBoard BrkCmn
## 682 1967 Gable CompShg MetalSd MetalSd BrkFace
## 683 1984 Gable CompShg VinylSd VinylSd None
## 684 1950 Gable CompShg BrkFace Stucco None
## 685 2003 Gable CompShg VinylSd VinylSd None
## 686 1956 Gable CompShg HdBoard HdBoard None
## 687 1960 Flat Tar&Grv Plywood Plywood Stone
## 688 1973 Gable CompShg Wd Sdng Wd Sdng None
## 689 1970 Hip CompShg HdBoard HdBoard None
## 690 1979 Gable CompShg Plywood Plywood None
## 691 1950 Gable CompShg BrkFace Plywood None
## 692 2007 Flat Tar&Grv <NA> <NA> None
## 693 1956 Hip CompShg Wd Sdng Wd Sdng None
## 694 1975 Gable CompShg HdBoard HdBoard None
## 695 2001 Gable CompShg VinylSd VinylSd BrkCmn
## 696 2002 Gable CompShg HdBoard HdBoard BrkFace
## 697 1994 Gable CompShg HdBoard HdBoard BrkFace
## 698 1994 Gable CompShg VinylSd VinylSd None
## 699 1996 Gable CompShg VinylSd VinylSd None
## 700 2007 Gable CompShg VinylSd VinylSd None
## 701 2007 Gable CompShg VinylSd VinylSd Stone
## 702 2008 Hip CompShg VinylSd VinylSd Stone
## 703 2008 Hip CompShg VinylSd VinylSd Stone
## 704 1995 Gable CompShg VinylSd VinylSd BrkFace
## 705 1966 Flat Tar&Grv Plywood Plywood None
## 706 1994 Gable CompShg VinylSd VinylSd None
## 707 1998 Gable CompShg VinylSd VinylSd BrkFace
## 708 1997 Gable CompShg VinylSd VinylSd BrkFace
## 709 2000 Gable CompShg VinylSd VinylSd BrkFace
## 710 2001 Gable CompShg VinylSd VinylSd None
## 711 1978 Gable CompShg HdBoard HdBoard BrkFace
## 712 1975 Gable CompShg HdBoard HdBoard BrkFace
## 713 2001 Gable CompShg Plywood Wd Sdng None
## 714 2001 Gable CompShg VinylSd VinylSd BrkFace
## 715 2002 Gable CompShg VinylSd VinylSd BrkFace
## 716 2003 Hip CompShg VinylSd VinylSd BrkFace
## 717 2003 Gable CompShg VinylSd VinylSd None
## 718 2000 Gable CompShg VinylSd VinylSd BrkFace
## 719 2004 Gable CompShg VinylSd VinylSd BrkFace
## 720 1998 Gable CompShg VinylSd VinylSd None
## 721 2004 Gable CompShg VinylSd VinylSd Stone
## 722 2007 Gable CompShg VinylSd VinylSd Stone
## 723 2007 Gable CompShg VinylSd VinylSd None
## 724 1966 Hip CompShg HdBoard HdBoard None
## 725 1976 Gable CompShg HdBoard Plywood BrkFace
## 726 1976 Hip CompShg HdBoard Plywood BrkFace
## 727 1977 Hip CompShg Plywood Plywood None
## 728 2001 Hip CompShg Plywood Plywood None
## 729 1996 Gable CompShg Plywood Plywood None
## 730 1955 Gable CompShg AsbShng Plywood None
## 731 1955 Gable CompShg WdShing Wd Shng BrkCmn
## 732 1955 Hip CompShg Wd Sdng Wd Sdng None
## 733 2007 Gable CompShg Wd Sdng Wd Sdng None
## 734 1993 Gable CompShg MetalSd MetalSd None
## 735 1953 Gable CompShg MetalSd MetalSd Stone
## 736 1954 Gable CompShg Wd Sdng Wd Sdng None
## 737 2008 Gable CompShg Wd Sdng Wd Sdng None
## 738 1950 Gable CompShg WdShing Wd Shng BrkFace
## 739 1950 Gable CompShg Stucco Stucco None
## 740 1950 Gambrel CompShg Wd Sdng Wd Sdng None
## 741 1995 Gable CompShg Wd Sdng Wd Shng None
## 742 1997 Gable CompShg Stucco Stucco None
## 743 1950 Hip CompShg Wd Sdng Plywood None
## 744 1995 Gable CompShg WdShing Wd Shng None
## 745 1950 Gable CompShg Wd Sdng Wd Sdng None
## 746 1951 Hip CompShg WdShing Plywood BrkFace
## 747 1950 Gable CompShg BrkFace Stucco Stone
## 748 2000 Gable CompShg VinylSd VinylSd None
## 749 1956 Gable CompShg BrkFace MetalSd None
## 750 1980 Gable CompShg MetalSd MetalSd None
## 751 1998 Gable CompShg VinylSd VinylSd None
## 752 2006 Gable CompShg VinylSd VinylSd None
## 753 1950 Gable CompShg Wd Sdng Wd Sdng None
## 754 1967 Hip CompShg HdBoard Plywood None
## 755 1995 Gable CompShg Wd Sdng Wd Sdng None
## 756 1958 Gable CompShg WdShing Wd Shng BrkFace
## 757 1952 Gable CompShg AsbShng VinylSd None
## 758 1950 Gable CompShg Wd Sdng Wd Sdng None
## 759 2000 Gable CompShg Plywood Plywood None
## 760 1950 Gable CompShg MetalSd MetalSd None
## 761 2008 Hip CompShg CemntBd CmentBd Stone
## 762 2005 Hip CompShg CemntBd CmentBd Stone
## 763 1997 Gable CompShg MetalSd MetalSd BrkFace
## 764 1997 Gable CompShg VinylSd VinylSd None
## 765 1976 Gable CompShg Plywood Plywood None
## 766 1991 Gable CompShg HdBoard HdBoard None
## 767 1986 Gable CompShg VinylSd VinylSd BrkFace
## 768 2007 Hip CompShg VinylSd VinylSd Stone
## 769 2007 Gable CompShg VinylSd VinylSd None
## 770 2007 Gable CompShg VinylSd VinylSd None
## 771 2008 Gable CompShg VinylSd VinylSd Stone
## 772 1989 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 773 1986 Gable CompShg Plywood HdBoard BrkFace
## 774 2003 Hip CompShg VinylSd VinylSd BrkFace
## 775 2000 Hip CompShg VinylSd VinylSd None
## 776 2007 Gable CompShg VinylSd VinylSd None
## 777 2006 Gable CompShg VinylSd VinylSd BrkFace
## 778 1998 Gable CompShg VinylSd VinylSd BrkFace
## 779 2008 Gable CompShg VinylSd VinylSd None
## 780 1997 Hip CompShg VinylSd VinylSd BrkFace
## 781 1964 Gable CompShg HdBoard HdBoard BrkFace
## 782 1975 Gable CompShg CemntBd CmentBd None
## 783 1976 Gable CompShg CemntBd CmentBd None
## 784 2006 Gable CompShg CemntBd CmentBd None
## 785 1973 Gable CompShg CemntBd CmentBd None
## 786 1968 Gable CompShg Plywood Plywood None
## 787 2007 Gable CompShg CemntBd CmentBd None
## 788 1983 Gable CompShg VinylSd VinylSd None
## 789 2005 Gable CompShg HdBoard Plywood None
## 790 1984 Gable CompShg HdBoard Plywood None
## 791 1950 Hip CompShg Wd Sdng Wd Sdng None
## 792 1971 Gable CompShg MetalSd MetalSd BrkFace
## 793 1997 Gable CompShg VinylSd VinylSd None
## 794 1994 Gable CompShg HdBoard HdBoard BrkFace
## 795 2000 Gable CompShg VinylSd VinylSd None
## 796 1996 Gable CompShg HdBoard HdBoard None
## 797 2003 Gable CompShg VinylSd VinylSd None
## 798 1993 Gable CompShg HdBoard HdBoard BrkFace
## 799 1994 Gable CompShg HdBoard HdBoard None
## 800 1964 Gable CompShg HdBoard HdBoard BrkCmn
## 801 1988 Gable CompShg CemntBd CmentBd None
## 802 1990 Gable CompShg CemntBd CmentBd None
## 803 2005 Hip CompShg VinylSd VinylSd Stone
## 804 2007 Hip CompShg VinylSd VinylSd BrkFace
## 805 1990 Gable CompShg HdBoard HdBoard None
## 806 2006 Gable CompShg MetalSd MetalSd BrkFace
## 807 2006 Hip CompShg VinylSd VinylSd BrkFace
## 808 2007 Hip CompShg CemntBd CmentBd BrkFace
## 809 1984 Hip CompShg HdBoard HdBoard None
## 810 2003 Gable CompShg MetalSd MetalSd BrkFace
## 811 1985 Gable CompShg Plywood Plywood Stone
## 812 1979 Hip WdShake HdBoard Plywood BrkFace
## 813 1984 Gable CompShg Plywood Plywood BrkFace
## 814 1999 Gable CompShg MetalSd MetalSd BrkFace
## 815 1971 Hip CompShg HdBoard HdBoard BrkFace
## 816 1976 Gable CompShg Plywood Plywood Stone
## 817 1974 Gable CompShg HdBoard HdBoard None
## 818 1990 Gable CompShg MetalSd MetalSd None
## 819 2002 Gable CompShg HdBoard HdBoard BrkFace
## 820 1961 Gable CompShg MetalSd MetalSd None
## 821 2001 Gable CompShg MetalSd MetalSd None
## 822 1998 Gable CompShg MetalSd MetalSd None
## 823 1973 Gable CompShg HdBoard HdBoard BrkFace
## 824 1973 Gable CompShg HdBoard HdBoard BrkFace
## 825 1978 Gable CompShg Plywood Brk Cmn None
## 826 1966 Hip CompShg HdBoard HdBoard BrkFace
## 827 2007 Hip CompShg VinylSd VinylSd Stone
## 828 2007 Gable CompShg CemntBd CmentBd Stone
## 829 2007 Gable CompShg VinylSd VinylSd None
## 830 2007 Hip CompShg CemntBd CmentBd BrkFace
## 831 2007 Hip CompShg VinylSd VinylSd BrkFace
## 832 2006 Hip CompShg VinylSd VinylSd BrkFace
## 833 2007 Hip CompShg VinylSd VinylSd Stone
## 834 2006 Gable CompShg MetalSd MetalSd BrkFace
## 835 2007 Hip CompShg CemntBd CmentBd BrkFace
## 836 2008 Gable CompShg VinylSd VinylSd None
## 837 2007 Gable CompShg VinylSd VinylSd Stone
## 838 2006 Hip CompShg MetalSd MetalSd Stone
## 839 2004 Gable CompShg VinylSd VinylSd BrkFace
## 840 2003 Gable CompShg VinylSd VinylSd BrkFace
## 841 2007 Hip CompShg VinylSd VinylSd Stone
## 842 2006 Gable CompShg VinylSd VinylSd BrkFace
## 843 2005 Gable CompShg VinylSd VinylSd BrkFace
## 844 2007 Gable CompShg VinylSd VinylSd None
## 845 2006 Gable CompShg VinylSd VinylSd Stone
## 846 2006 Gable CompShg VinylSd VinylSd Stone
## 847 2006 Gable CompShg VinylSd VinylSd Stone
## 848 2006 Gable CompShg VinylSd VinylSd Stone
## 849 2005 Hip CompShg MetalSd MetalSd BrkFace
## 850 2006 Hip CompShg MetalSd MetalSd BrkFace
## 851 2003 Gable CompShg VinylSd Wd Shng Stone
## 852 2007 Gable CompShg VinylSd VinylSd <NA>
## 853 2006 Gable CompShg VinylSd VinylSd None
## 854 2007 Gable CompShg VinylSd VinylSd Stone
## 855 2006 Gable CompShg VinylSd VinylSd None
## 856 2007 Gable CompShg VinylSd VinylSd None
## 857 2005 Gable CompShg VinylSd VinylSd None
## 858 2007 Gable CompShg VinylSd VinylSd Stone
## 859 2007 Gable CompShg VinylSd VinylSd Stone
## 860 2007 Gable CompShg VinylSd VinylSd BrkFace
## 861 2003 Hip CompShg VinylSd VinylSd BrkFace
## 862 2007 Gable CompShg VinylSd VinylSd BrkFace
## 863 2005 Gable CompShg VinylSd VinylSd None
## 864 2004 Gable CompShg VinylSd VinylSd None
## 865 2006 Gable CompShg VinylSd VinylSd None
## 866 2003 Gable CompShg VinylSd VinylSd <NA>
## 867 2003 Gable CompShg VinylSd VinylSd BrkFace
## 868 2002 Gable CompShg VinylSd VinylSd None
## 869 2000 Gable CompShg VinylSd VinylSd None
## 870 2000 Gable CompShg VinylSd VinylSd None
## 871 1998 Hip CompShg VinylSd VinylSd BrkFace
## 872 1998 Gable CompShg MetalSd MetalSd BrkFace
## 873 1999 Gable CompShg VinylSd VinylSd None
## 874 1998 Gable CompShg VinylSd VinylSd BrkFace
## 875 1993 Gable CompShg VinylSd VinylSd BrkFace
## 876 1997 Gable CompShg VinylSd VinylSd BrkFace
## 877 2007 Gable CompShg VinylSd VinylSd None
## 878 2007 Gable CompShg VinylSd VinylSd BrkFace
## 879 2006 Gable CompShg VinylSd VinylSd BrkFace
## 880 2007 Hip CompShg CemntBd CmentBd BrkFace
## 881 2007 Gable CompShg VinylSd VinylSd <NA>
## 882 2005 Gable CompShg VinylSd VinylSd BrkFace
## 883 2006 Gable CompShg VinylSd VinylSd BrkFace
## 884 2006 Gable CompShg VinylSd VinylSd None
## 885 2006 Gable CompShg VinylSd VinylSd None
## 886 2007 Gable CompShg VinylSd VinylSd None
## 887 2007 Gable CompShg VinylSd VinylSd None
## 888 2007 Gable CompShg VinylSd VinylSd None
## 889 2007 Gable CompShg VinylSd VinylSd None
## 890 2007 Hip CompShg WdShing Wd Shng <NA>
## 891 2007 Gable CompShg CemntBd CmentBd None
## 892 2006 Gable CompShg VinylSd VinylSd BrkFace
## 893 2004 Gable CompShg VinylSd VinylSd BrkFace
## 894 2007 Gable CompShg VinylSd VinylSd None
## 895 2006 Gable CompShg VinylSd VinylSd None
## 896 2004 Gable CompShg VinylSd VinylSd BrkFace
## 897 2006 Gable CompShg VinylSd VinylSd BrkFace
## 898 1997 Gable CompShg VinylSd VinylSd None
## 899 1980 Gable CompShg Plywood Plywood None
## 900 1977 Gable CompShg Plywood Plywood None
## 901 1968 Gable CompShg HdBoard HdBoard None
## 902 1990 Gable CompShg HdBoard HdBoard BrkFace
## 903 1974 Gable CompShg Plywood Plywood BrkFace
## 904 2006 Gable CompShg CemntBd CmentBd None
## 905 2004 Gable CompShg MetalSd MetalSd None
## 906 2007 Gable CompShg VinylSd VinylSd Stone
## 907 2007 Gable CompShg VinylSd VinylSd Stone
## 908 2007 Gable CompShg VinylSd VinylSd None
## 909 2007 Gable CompShg VinylSd VinylSd <NA>
## 910 1999 Gable CompShg MetalSd MetalSd BrkFace
## 911 2000 Gable CompShg MetalSd MetalSd BrkFace
## 912 2000 Gable CompShg CemntBd CmentBd None
## 913 2004 Hip CompShg CemntBd CmentBd None
## 914 1998 Gable CompShg VinylSd VinylSd None
## 915 1995 Gable CompShg BrkFace BrkFace None
## 916 1980 Hip CompShg VinylSd MetalSd BrkFace
## 917 1981 Hip CompShg BrkFace BrkFace None
## 918 1968 Gable CompShg MetalSd MetalSd BrkFace
## 919 1970 Gable CompShg VinylSd VinylSd BrkFace
## 920 1969 Gable CompShg HdBoard HdBoard None
## 921 1968 Gable CompShg HdBoard HdBoard BrkFace
## 922 1987 Hip CompShg Wd Sdng Wd Sdng None
## 923 1993 Gable CompShg VinylSd VinylSd BrkFace
## 924 1993 Gable CompShg MetalSd MetalSd BrkFace
## 925 1966 Hip CompShg HdBoard HdBoard None
## 926 1963 Gable CompShg HdBoard HdBoard BrkFace
## 927 1993 Gable CompShg MetalSd MetalSd None
## 928 1964 Gable CompShg HdBoard HdBoard None
## 929 1956 Hip CompShg Wd Sdng Wd Sdng None
## 930 1961 Hip CompShg Wd Sdng Wd Sdng None
## 931 1961 Gable CompShg VinylSd VinylSd BrkFace
## 932 1960 Hip CompShg CemntBd CmentBd None
## 933 1966 Hip CompShg HdBoard Plywood BrkFace
## 934 1965 Gable CompShg HdBoard HdBoard BrkFace
## 935 1997 Gable CompShg MetalSd MetalSd BrkFace
## 936 1964 Gable CompShg Wd Sdng Plywood BrkFace
## 937 1991 Gable CompShg MetalSd MetalSd BrkFace
## 938 1996 Gable CompShg Wd Sdng HdBoard None
## 939 1950 Gable CompShg WdShing Wd Shng None
## 940 1950 Gable CompShg MetalSd MetalSd None
## 941 2000 Gable CompShg VinylSd VinylSd None
## 942 1955 Hip CompShg HdBoard HdBoard BrkFace
## 943 1968 Gable CompShg MetalSd MetalSd None
## 944 1966 Gable CompShg HdBoard HdBoard BrkFace
## 945 1961 Hip CompShg WdShing Wd Shng BrkFace
## 946 1999 Gable CompShg VinylSd VinylSd None
## 947 1956 Gable CompShg Wd Sdng Wd Sdng BrkCmn
## 948 1963 Gable CompShg MetalSd MetalSd None
## 949 1960 Hip CompShg HdBoard HdBoard BrkCmn
## 950 1969 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 951 1957 Gable CompShg Wd Sdng Wd Sdng None
## 952 1975 Gable CompShg VinylSd VinylSd None
## 953 1955 Hip CompShg MetalSd MetalSd None
## 954 2006 Gable CompShg VinylSd MetalSd None
## 955 1958 Hip CompShg Wd Sdng Wd Sdng Stone
## 956 1952 Hip CompShg Wd Sdng Wd Sdng None
## 957 1953 Hip CompShg Wd Sdng Wd Sdng None
## 958 2003 Gable CompShg VinylSd VinylSd None
## 959 1955 Gable CompShg MetalSd MetalSd None
## 960 1955 Gable CompShg MetalSd MetalSd None
## 961 1953 Gable CompShg VinylSd VinylSd None
## 962 1952 Gable CompShg Wd Sdng Wd Sdng None
## 963 2006 Gable CompShg VinylSd VinylSd None
## 964 2004 Gable CompShg MetalSd MetalSd None
## 965 2007 Gable CompShg Wd Sdng MetalSd None
## 966 1993 Gable CompShg MetalSd MetalSd None
## 967 1999 Gable CompShg Wd Sdng HdBoard None
## 968 1999 Gable CompShg Plywood Plywood BrkFace
## 969 1961 Gable CompShg HdBoard HdBoard BrkFace
## 970 1968 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 971 1950 Gable CompShg WdShing Wd Shng None
## 972 2003 Hip CompShg BrkFace BrkFace None
## 973 1958 Hip CompShg BrkFace BrkFace None
## 974 1960 Hip CompShg BrkFace BrkFace None
## 975 1960 Hip CompShg BrkFace BrkFace None
## 976 1961 Gable CompShg BrkFace Wd Sdng None
## 977 1962 Hip CompShg Wd Sdng Wd Sdng None
## 978 1962 Gable CompShg HdBoard HdBoard None
## 979 1980 Gable CompShg MetalSd MetalSd None
## 980 1950 Gable CompShg MetalSd MetalSd None
## 981 1950 Gable CompShg AsbShng AsbShng None
## 982 1990 Gable CompShg MetalSd MetalSd None
## 983 1950 Gable CompShg VinylSd VinylSd Stone
## 984 2006 Gable CompShg Stucco Stucco None
## 985 1950 Gable CompShg MetalSd MetalSd None
## 986 1950 Gable CompShg MetalSd MetalSd None
## 987 1999 Hip CompShg VinylSd VinylSd None
## 988 1950 Gambrel CompShg Wd Sdng Wd Sdng None
## 989 1950 Gable CompShg MetalSd MetalSd None
## 990 1990 Gable CompShg Wd Sdng Wd Sdng None
## 991 2005 Gambrel CompShg VinylSd VinylSd None
## 992 1987 Gable CompShg Wd Sdng Wd Sdng None
## 993 1956 Gable CompShg MetalSd MetalSd None
## 994 2002 Gable CompShg Stucco Wd Sdng None
## 995 1994 Gable CompShg MetalSd MetalSd None
## 996 1950 Gable CompShg MetalSd MetalSd None
## 997 1998 Gable CompShg MetalSd MetalSd None
## 998 1950 Gable CompShg MetalSd VinylSd None
## 999 1950 Gable CompShg AsbShng AsbShng None
## 1000 1950 Gable CompShg VinylSd VinylSd None
## 1001 1952 Gable CompShg Wd Sdng Wd Sdng None
## 1002 1992 Gable CompShg Wd Sdng Wd Sdng None
## 1003 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1004 1995 Gable CompShg Wd Sdng Wd Sdng None
## 1005 1950 Gable CompShg Wd Sdng Wd Shng None
## 1006 1950 Gable CompShg HdBoard HdBoard None
## 1007 1990 Gable CompShg Wd Sdng Wd Shng None
## 1008 1950 Gable CompShg AsbShng AsbShng None
## 1009 1950 Gable CompShg AsbShng AsbShng None
## 1010 1963 Gable CompShg HdBoard HdBoard BrkFace
## 1011 2005 Gable CompShg VinylSd VinylSd None
## 1012 1950 Gable CompShg MetalSd MetalSd None
## 1013 1958 Gable CompShg MetalSd MetalSd None
## 1014 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1015 1980 Gable CompShg Wd Sdng Wd Sdng None
## 1016 1979 Gable CompShg Plywood Plywood None
## 1017 1963 Gable CompShg HdBoard HdBoard None
## 1018 1980 Gable CompShg HdBoard HdBoard BrkFace
## 1019 1964 Gable CompShg HdBoard HdBoard None
## 1020 2001 Hip CompShg HdBoard HdBoard BrkFace
## 1021 1966 Gable CompShg HdBoard HdBoard BrkFace
## 1022 1990 Gable CompShg HdBoard HdBoard None
## 1023 1968 Gable CompShg HdBoard HdBoard BrkFace
## 1024 1967 Gable CompShg MetalSd MetalSd BrkFace
## 1025 1966 Gable CompShg Plywood Plywood None
## 1026 1998 Hip CompShg BrkFace BrkFace None
## 1027 1996 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 1028 1998 Gable CompShg Wd Sdng Wd Sdng None
## 1029 1995 Gable CompShg VinylSd VinylSd None
## 1030 1998 Gable CompShg Plywood Plywood BrkFace
## 1031 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1032 1984 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 1033 2005 Hip CompShg Wd Sdng Wd Sdng None
## 1034 1953 Gable CompShg MetalSd MetalSd None
## 1035 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1036 1994 Hip CompShg MetalSd MetalSd Stone
## 1037 1954 Gable CompShg Wd Sdng Wd Sdng None
## 1038 1958 Gable CompShg MetalSd MetalSd None
## 1039 1994 Gable CompShg HdBoard HdBoard None
## 1040 1984 Gable CompShg Wd Sdng Wd Sdng BrkFace
## 1041 1951 Gable CompShg Wd Sdng Wd Sdng None
## 1042 1994 Gable CompShg Wd Sdng Wd Sdng None
## 1043 1950 Gambrel CompShg MetalSd MetalSd None
## 1044 1984 Gable CompShg Wd Sdng Wd Sdng None
## 1045 2001 Gable CompShg VinylSd VinylSd None
## 1046 2007 Gable CompShg VinylSd VinylSd Stone
## 1047 2007 Hip CompShg CemntBd CmentBd None
## 1048 2007 Gable CompShg VinylSd VinylSd Stone
## 1049 2006 Gable CompShg VinylSd VinylSd BrkFace
## 1050 2006 Gable CompShg VinylSd VinylSd BrkFace
## 1051 2006 Gable CompShg VinylSd VinylSd None
## 1052 2006 Gable CompShg VinylSd VinylSd None
## 1053 1988 Gable CompShg HdBoard HdBoard BrkFace
## 1054 1976 Shed WdShngl Wd Sdng Wd Sdng None
## 1055 1994 Gable CompShg VinylSd VinylSd None
## 1056 2006 Gable CompShg VinylSd VinylSd None
## 1057 1994 Gable CompShg VinylSd VinylSd None
## 1058 1996 Gable CompShg VinylSd VinylSd None
## 1059 1999 Gable CompShg VinylSd VinylSd None
## 1060 1999 Gable CompShg VinylSd VinylSd BrkFace
## 1061 2001 Gable CompShg VinylSd VinylSd None
## 1062 2000 Gable CompShg VinylSd VinylSd BrkFace
## 1063 1974 Gable CompShg HdBoard HdBoard None
## 1064 1976 Gable CompShg VinylSd VinylSd BrkFace
## 1065 1977 Gable CompShg Plywood VinylSd BrkFace
## 1066 1977 Gable CompShg CemntBd CmentBd None
## 1067 1977 Gable CompShg HdBoard HdBoard None
## 1068 1975 Hip CompShg HdBoard HdBoard None
## 1069 2000 Gable CompShg VinylSd VinylSd None
## 1070 2006 Gable CompShg Plywood Plywood None
## 1071 2000 Gable CompShg VinylSd VinylSd None
## 1072 2003 Gable CompShg VinylSd VinylSd None
## 1073 2002 Gable CompShg VinylSd VinylSd BrkFace
## 1074 1995 Hip CompShg HdBoard HdBoard BrkFace
## 1075 2001 Gable CompShg VinylSd VinylSd BrkFace
## 1076 2002 Gable CompShg VinylSd VinylSd BrkFace
## 1077 2000 Gable CompShg VinylSd VinylSd BrkFace
## 1078 2007 Gable CompShg VinylSd VinylSd None
## 1079 2005 Gable CompShg VinylSd VinylSd None
## 1080 2007 Gable CompShg VinylSd VinylSd None
## 1081 2006 Gable CompShg VinylSd VinylSd None
## 1082 2005 Gable CompShg VinylSd VinylSd None
## 1083 1967 Gable CompShg HdBoard HdBoard BrkFace
## 1084 1963 Gable CompShg VinylSd VinylSd Stone
## 1085 1950 Gable CompShg VinylSd VinylSd None
## 1086 1960 Hip CompShg HdBoard HdBoard Stone
## 1087 1976 Gable CompShg HdBoard Plywood None
## 1088 1979 Gable CompShg Plywood Plywood None
## 1089 2006 Gable CompShg VinylSd VinylSd None
## 1090 2009 Hip CompShg CemntBd CmentBd Stone
## 1091 2005 Gable CompShg VinylSd VinylSd Stone
## 1092 2000 Gable CompShg WdShing Wd Shng None
## 1093 1955 Gable CompShg AsbShng Plywood BrkCmn
## 1094 1950 Gable CompShg Plywood Plywood None
## 1095 1995 Gable CompShg Wd Sdng Wd Sdng None
## 1096 1955 Gable CompShg MetalSd MetalSd None
## 1097 1955 Gable CompShg WdShing Plywood None
## 1098 1950 Hip CompShg Wd Sdng Plywood None
## 1099 1950 Hip CompShg Stucco Plywood None
## 1100 2005 Gable CompShg Wd Sdng Wd Sdng None
## 1101 1995 Gable CompShg Wd Sdng Wd Sdng None
## 1102 1950 Gable CompShg VinylSd VinylSd None
## 1103 1991 Gable CompShg Wd Sdng Wd Sdng None
## 1104 1992 Gable CompShg VinylSd VinylSd None
## 1105 1951 Gable CompShg Wd Sdng Wd Sdng None
## 1106 2003 Gable CompShg AsbShng CmentBd None
## 1107 1950 Gable CompShg VinylSd VinylSd None
## 1108 1960 Gable CompShg Wd Sdng MetalSd BrkFace
## 1109 1968 Hip CompShg HdBoard BrkFace None
## 1110 1980 Gable CompShg MetalSd MetalSd None
## 1111 1996 Gable CompShg VinylSd VinylSd None
## 1112 1988 Gable CompShg HdBoard HdBoard None
## 1113 1971 Gable CompShg Plywood Plywood BrkFace
## 1114 1986 Gable CompShg WdShing Plywood None
## 1115 1950 Gable CompShg Wd Sdng Wd Sdng None
## 1116 2003 Gable CompShg VinylSd VinylSd None
## 1117 1999 Gable CompShg Wd Sdng Plywood None
## 1118 1950 Gable CompShg Stucco Stucco None
## 1119 1950 Gable CompShg MetalSd MetalSd None
## 1120 2006 Gable CompShg VinylSd VinylSd None
## 1121 1980 Gable CompShg MetalSd MetalSd None
## 1122 2007 Hip CompShg MetalSd MetalSd None
## 1123 2007 Hip CompShg CemntBd CmentBd Stone
## 1124 1979 Gable CompShg HdBoard Wd Shng None
## 1125 2002 Gable CompShg VinylSd VinylSd BrkFace
## 1126 2002 Gable CompShg VinylSd VinylSd None
## 1127 1992 Gable CompShg HdBoard HdBoard None
## 1128 1975 Gable CompShg Plywood Plywood Stone
## 1129 1974 Gable CompShg Plywood Plywood None
## 1130 1987 Gable CompShg VinylSd VinylSd BrkFace
## 1131 1995 Hip CompShg HdBoard HdBoard BrkFace
## 1132 2007 Gable CompShg VinylSd VinylSd None
## 1133 2007 Hip CompShg VinylSd VinylSd <NA>
## 1134 1985 Gable CompShg Plywood Plywood None
## 1135 2001 Gable CompShg VinylSd VinylSd BrkFace
## 1136 2002 Hip CompShg VinylSd VinylSd BrkFace
## 1137 1996 Gable CompShg VinylSd VinylSd BrkFace
## 1138 2004 Gable CompShg VinylSd VinylSd BrkFace
## 1139 2007 Hip CompShg MetalSd MetalSd BrkFace
## 1140 1953 Gable CompShg MetalSd MetalSd None
## 1141 1997 Gable CompShg VinylSd VinylSd BrkFace
## 1142 1972 Gable CompShg CemntBd CmentBd None
## 1143 1970 Gable CompShg CemntBd CmentBd None
## 1144 1970 Gable CompShg CemntBd CmentBd BrkFace
## 1145 1976 Gable CompShg CemntBd CmentBd None
## 1146 1977 Gable CompShg Plywood Plywood BrkFace
## 1147 1977 Gable CompShg HdBoard Plywood None
## 1148 1994 Gable CompShg Plywood Plywood None
## 1149 1977 Gable CompShg Plywood Plywood None
## 1150 1971 Gable CompShg Wd Sdng HdBoard None
## 1151 1961 Shed CompShg Plywood Plywood <NA>
## 1152 2003 Gable CompShg Plywood Plywood None
## 1153 1983 Gable CompShg HdBoard HdBoard None
## 1154 1984 Gable CompShg Plywood HdBoard None
## 1155 1954 Hip CompShg Wd Sdng Wd Sdng Stone
## 1156 1956 Hip CompShg VinylSd VinylSd BrkFace
## 1157 1957 Gable CompShg Wd Sdng Wd Sdng Stone
## 1158 1957 Gable CompShg Wd Sdng Wd Sdng Stone
## 1159 1969 Gable CompShg HdBoard HdBoard BrkFace
## 1160 1998 Gable CompShg VinylSd VinylSd None
## 1161 1995 Gable CompShg HdBoard HdBoard None
## 1162 1996 Gable CompShg HdBoard HdBoard None
## 1163 2005 Gable CompShg VinylSd VinylSd BrkFace
## 1164 2006 Gable CompShg VinylSd VinylSd BrkFace
## 1165 1994 Gable CompShg CemntBd CmentBd None
## 1166 1994 Gable CompShg HdBoard HdBoard BrkFace
## 1167 1987 Gable CompShg HdBoard HdBoard None
## 1168 2006 Hip CompShg VinylSd VinylSd BrkFace
## 1169 2006 Hip CompShg CemntBd CmentBd BrkFace
## 1170 2006 Hip CompShg VinylSd VinylSd BrkFace
## 1171 2006 Hip CompShg VinylSd VinylSd Stone
## 1172 2006 Hip CompShg VinylSd VinylSd BrkFace
## 1173 2005 Hip CompShg MetalSd MetalSd BrkFace
## 1174 2005 Hip CompShg VinylSd VinylSd BrkFace
## 1175 1980 Gable CompShg HdBoard HdBoard BrkFace
## 1176 1978 Gable CompShg Plywood Plywood BrkFace
## 1177 1976 Gable CompShg VinylSd Wd Shng Stone
## 1178 2006 Gable CompShg VinylSd VinylSd None
## 1179 2000 Gable CompShg Plywood Plywood BrkFace
## 1180 1974 Gable CompShg HdBoard Plywood BrkFace
## 1181 1971 Gable CompShg HdBoard HdBoard None
## 1182 2002 Gable CompShg MetalSd MetalSd None
## 1183 1973 Gable CompShg HdBoard HdBoard BrkFace
## 1184 1973 Gable CompShg HdBoard HdBoard BrkFace
## 1185 1972 Gable CompShg HdBoard HdBoard BrkFace
## 1186 1972 Gable CompShg HdBoard HdBoard BrkFace
## 1187 1972 Gable CompShg HdBoard HdBoard BrkFace
## 1188 1975 Gable CompShg Plywood Plywood None
## 1189 1975 Hip CompShg MetalSd MetalSd None
## 1190 1976 Gable CompShg Plywood Brk Cmn None
## 1191 1976 Gable CompShg Plywood Brk Cmn None
## 1192 2006 Hip CompShg VinylSd VinylSd Stone
## 1193 2004 Gable CompShg VinylSd VinylSd BrkFace
## 1194 2006 Hip CompShg VinylSd VinylSd Stone
## 1195 2005 Hip CompShg VinylSd VinylSd BrkFace
## 1196 2006 Hip CompShg VinylSd VinylSd BrkFace
## 1197 2006 Gable CompShg MetalSd MetalSd BrkFace
## 1198 2006 Gable CompShg CemntBd CmentBd <NA>
## 1199 2006 Gable CompShg VinylSd VinylSd None
## 1200 2006 Hip CompShg MetalSd MetalSd BrkFace
## 1201 2006 Gable CompShg VinylSd VinylSd BrkFace
## 1202 2005 Hip CompShg MetalSd MetalSd BrkFace
## 1203 2004 Gable CompShg VinylSd VinylSd BrkFace
## 1204 2005 Hip CompShg MetalSd MetalSd BrkFace
## MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond
## 1 0 TA TA CBlock TA TA
## 2 108 TA TA CBlock TA TA
## 3 0 TA TA PConc Gd TA
## 4 20 TA TA PConc TA TA
## 5 0 Gd TA PConc Gd TA
## 6 0 TA TA PConc Gd TA
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## 8 0 TA TA PConc Gd TA
## 9 0 TA TA PConc Gd TA
## 10 0 TA TA CBlock TA TA
## 11 0 Gd TA PConc Gd TA
## 12 504 TA TA CBlock TA TA
## 13 492 TA TA CBlock TA TA
## 14 0 TA TA CBlock TA TA
## 15 0 TA TA CBlock Gd TA
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## 17 256 Gd TA PConc Gd TA
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## 21 232 Gd TA PConc Gd TA
## 22 178 Gd TA PConc Gd TA
## 23 0 Gd TA PConc Gd TA
## 24 14 Gd TA PConc Gd TA
## 25 0 Gd TA PConc Gd TA
## 26 0 Gd TA PConc Gd TA
## 27 114 Gd TA PConc Ex TA
## 28 226 Gd TA PConc Gd TA
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## 30 0 Gd TA PConc Ex TA
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## 32 0 TA Fa BrkTil TA TA
## 33 250 TA Gd CBlock TA TA
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## 39 0 Gd TA PConc Gd TA
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## 52 268 TA TA CBlock TA TA
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## 56 340 TA Gd CBlock TA TA
## 57 216 TA TA CBlock TA TA
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## 60 150 TA TA CBlock TA TA
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## 64 0 TA TA CBlock TA TA
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## 98 0 TA TA CBlock Fa TA
## 99 0 TA TA CBlock TA TA
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## 101 72 Fa Fa CBlock TA TA
## 102 47 TA TA CBlock TA TA
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## 122 0 TA TA CBlock TA TA
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## 125 170 Gd TA PConc Gd TA
## 126 0 TA Gd CBlock <NA> <NA>
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## 130 0 TA TA CBlock TA TA
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## 132 203 TA TA BrkTil TA TA
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## 134 0 TA TA Slab <NA> <NA>
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## 141 0 TA TA BrkTil TA TA
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## 147 0 TA TA CBlock TA TA
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## 151 0 TA TA CBlock TA TA
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## 153 0 TA TA PConc Gd TA
## 154 0 TA TA CBlock Gd TA
## 155 0 TA TA CBlock TA TA
## 156 0 TA TA CBlock TA TA
## 157 0 TA TA CBlock TA TA
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## 161 0 TA TA PConc Gd TA
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## 185 161 TA TA CBlock Gd TA
## 186 196 TA TA CBlock TA TA
## 187 0 TA TA CBlock TA TA
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## 192 504 TA TA CBlock TA TA
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## 195 0 TA TA CBlock Gd TA
## 196 0 TA TA CBlock Gd TA
## 197 0 TA TA CBlock Gd TA
## 198 0 Gd TA CBlock Gd TA
## 199 0 TA TA CBlock TA TA
## 200 165 Gd TA PConc TA TA
## 201 726 Ex TA PConc Ex TA
## 202 0 Gd TA PConc Ex TA
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## 206 238 Gd TA PConc Ex TA
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## 208 284 Ex TA PConc Ex TA
## 209 122 Gd TA PConc Ex Gd
## 210 285 Ex TA PConc Ex TA
## 211 418 Gd TA PConc Gd TA
## 212 724 Gd TA PConc Ex TA
## 213 186 Gd TA PConc Gd TA
## 214 383 Gd TA PConc Gd TA
## 215 240 Gd TA PConc Gd TA
## 216 135 Gd TA PConc Gd TA
## 217 176 Gd TA PConc Gd TA
## 218 730 Ex TA PConc Ex TA
## 219 470 Gd TA PConc Ex TA
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## 221 500 Ex TA PConc Ex TA
## 222 270 Gd TA PConc Ex TA
## 223 163 Gd TA PConc Gd TA
## 224 0 Gd TA PConc Gd Gd
## 225 0 Gd TA PConc Gd TA
## 226 16 Gd TA PConc Gd TA
## 227 0 Gd TA PConc Gd TA
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## 232 NA Gd TA PConc Ex TA
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## 239 634 Gd TA PConc Gd TA
## 240 286 Gd TA PConc Gd TA
## 241 372 Gd TA PConc Gd TA
## 242 240 Gd TA PConc Gd TA
## 243 294 Gd TA PConc Gd TA
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## 245 206 Gd TA PConc Ex TA
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## 284 450 Ex Ex CBlock Gd Gd
## 285 0 Gd TA CBlock Gd TA
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## BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2
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## BsmtUnfSF TotalBsmtSF Heating HeatingQC CentralAir Electrical
## 1 270 882 GasA TA Y SBrkr
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## 15 836 836 GasA Ex Y SBrkr
## 16 1590 1590 GasA Ex Y SBrkr
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## 20 1473 2846 GasA Ex Y SBrkr
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## 24 1129 1145 GasA Ex Y SBrkr
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## 27 1629 1629 GasA Ex Y SBrkr
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## 32 816 816 GasA TA N FuseA
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## 43 610 1642 GasA Ex Y SBrkr
## 44 491 975 GasA Ex Y SBrkr
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## 46 1323 1829 GasA Gd Y SBrkr
## 47 143 1280 GasA Ex Y SBrkr
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## 93 780 780 GasA Ex Y SBrkr
## 94 662 662 GasA Ex Y SBrkr
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## 96 689 689 GasA Gd N SBrkr
## 97 186 1212 GasA TA N SBrkr
## 98 232 600 GasA Ex N SBrkr
## 99 634 707 GasW TA N SBrkr
## 100 120 856 GasA Gd Y SBrkr
## 101 1128 1832 GasA TA N SBrkr
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## 103 89 864 GasA Ex Y SBrkr
## 104 0 1319 GasA TA Y SBrkr
## 105 0 720 GasA Ex Y SBrkr
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## 107 660 660 GasA TA N SBrkr
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## 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath
## 1 896 0 0 896 0 0
## 2 1329 0 0 1329 0 0
## 3 928 701 0 1629 0 0
## 4 926 678 0 1604 0 0
## 5 1280 0 0 1280 0 0
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## 883 2 0 3 1 Gd 7
## 884 2 1 3 1 Gd 7
## 885 2 1 3 1 Gd 7
## 886 2 0 3 1 Gd 6
## 887 2 0 3 1 Gd 6
## 888 2 1 3 1 Gd 8
## 889 3 0 3 1 Gd 8
## 890 2 1 3 1 Ex 8
## 891 2 0 2 1 Ex 6
## 892 2 0 2 1 Gd 5
## 893 2 1 4 1 Gd 9
## 894 1 1 3 1 TA 6
## 895 1 1 3 1 Gd 5
## 896 1 0 3 1 Gd 6
## 897 2 0 3 1 Gd 7
## 898 2 1 3 1 Gd 7
## 899 1 1 2 1 TA 5
## 900 1 0 2 1 TA 5
## 901 1 1 3 1 TA 5
## 902 2 1 3 1 Gd 7
## 903 1 0 2 1 TA 5
## 904 1 0 2 1 Gd 5
## 905 2 0 2 1 Gd 6
## 906 2 0 2 1 Gd 5
## 907 2 0 2 1 Gd 5
## 908 2 0 2 1 Gd 5
## 909 2 1 2 1 Gd 5
## 910 2 1 3 1 TA 6
## 911 2 1 3 1 Gd 4
## 912 2 0 3 1 Gd 5
## 913 2 1 3 1 Gd 8
## 914 2 1 3 1 Gd 8
## 915 1 1 1 1 Gd 5
## 916 2 1 3 1 Gd 8
## 917 2 0 2 1 Gd 7
## 918 1 1 3 1 TA 7
## 919 2 1 4 1 TA 8
## 920 1 0 3 1 TA 6
## 921 1 1 3 1 TA 6
## 922 2 0 3 1 Gd 8
## 923 2 0 2 1 Gd 6
## 924 2 1 3 1 Gd 8
## 925 2 0 3 1 TA 6
## 926 1 0 3 1 TA 6
## 927 1 0 3 1 Gd 5
## 928 2 0 2 2 TA 8
## 929 1 0 2 1 Gd 6
## 930 1 0 2 1 TA 6
## 931 1 0 3 1 TA 5
## 932 1 0 3 1 TA 5
## 933 2 0 3 1 TA 6
## 934 2 0 3 1 TA 5
## 935 2 1 5 1 TA 8
## 936 1 0 3 1 TA 7
## 937 1 1 3 1 Gd 6
## 938 1 0 2 1 TA 4
## 939 1 0 2 1 Gd 4
## 940 1 0 2 1 Fa 4
## 941 1 0 2 1 TA 5
## 942 1 0 2 1 TA 6
## 943 2 0 4 2 TA 8
## 944 2 0 3 1 TA 6
## 945 1 0 3 1 TA 6
## 946 1 0 2 1 Gd 4
## 947 1 0 3 1 Fa 6
## 948 1 0 3 1 Gd 6
## 949 1 0 3 1 TA 6
## 950 1 0 4 1 TA 8
## 951 1 0 2 1 TA 5
## 952 1 0 3 1 TA 7
## 953 1 0 3 1 TA 5
## 954 1 1 3 1 Ex 6
## 955 2 0 4 2 TA 8
## 956 1 0 2 1 TA 5
## 957 1 0 3 1 TA 6
## 958 1 0 3 1 Gd 5
## 959 1 0 4 1 Fa 7
## 960 1 0 3 1 TA 5
## 961 1 0 3 1 TA 6
## 962 1 0 2 1 TA 6
## 963 2 0 3 1 TA 7
## 964 1 0 3 1 TA 7
## 965 3 1 4 1 Gd 9
## 966 2 0 1 1 TA 6
## 967 1 1 3 1 Gd 6
## 968 2 0 4 1 TA 6
## 969 1 0 3 1 TA 5
## 970 1 0 3 1 TA 5
## 971 1 1 3 1 TA 6
## 972 1 0 3 1 Gd 6
## 973 1 0 3 1 TA 6
## 974 1 1 3 1 TA 6
## 975 1 0 3 1 TA 6
## 976 1 0 3 1 TA 7
## 977 1 0 2 1 TA 5
## 978 1 0 3 1 TA 6
## 979 1 0 2 1 TA 5
## 980 1 0 3 1 TA 6
## 981 1 0 2 1 Fa 4
## 982 1 0 2 1 TA 5
## 983 1 0 2 1 TA 5
## 984 1 0 2 1 Gd 6
## 985 1 0 3 1 TA 6
## 986 2 1 4 1 TA 7
## 987 2 1 3 1 Gd 7
## 988 1 1 4 1 TA 9
## 989 1 0 3 1 TA 6
## 990 2 0 3 1 TA 6
## 991 1 1 3 1 Gd 6
## 992 2 0 3 1 TA 8
## 993 1 0 2 1 TA 5
## 994 2 0 1 1 TA 6
## 995 1 0 1 1 TA 6
## 996 1 0 3 1 TA 6
## 997 2 0 3 1 TA 6
## 998 1 1 3 1 TA 6
## 999 1 0 2 1 TA 5
## 1000 1 1 3 1 TA 6
## 1001 1 0 4 1 TA 7
## 1002 1 0 3 1 TA 6
## 1003 1 0 2 1 Gd 6
## 1004 2 1 4 1 TA 8
## 1005 1 0 3 1 Gd 7
## 1006 1 0 4 1 TA 7
## 1007 1 1 3 1 Gd 6
## 1008 2 0 3 1 TA 7
## 1009 1 0 2 1 TA 6
## 1010 3 0 5 1 TA 9
## 1011 1 1 4 1 Gd 8
## 1012 1 1 3 1 TA 7
## 1013 2 0 3 1 TA 5
## 1014 2 0 3 1 TA 6
## 1015 1 1 3 1 TA 7
## 1016 1 0 2 1 TA 4
## 1017 1 0 3 1 TA 6
## 1018 1 0 2 1 TA 6
## 1019 1 0 3 1 TA 5
## 1020 2 0 3 1 TA 5
## 1021 1 0 3 1 TA 6
## 1022 1 0 2 1 TA 6
## 1023 1 0 3 1 TA 5
## 1024 1 0 2 1 TA 5
## 1025 1 0 3 1 Gd 6
## 1026 1 0 3 1 TA 6
## 1027 3 0 4 1 TA 11
## 1028 1 1 2 1 Gd 6
## 1029 1 0 3 1 Gd 6
## 1030 1 0 3 1 TA 6
## 1031 1 0 3 1 TA 5
## 1032 2 0 3 1 TA 7
## 1033 2 0 3 1 Gd 6
## 1034 2 0 3 1 TA 6
## 1035 1 0 2 1 TA 4
## 1036 3 0 4 1 Gd 6
## 1037 1 1 3 1 Gd 6
## 1038 1 0 3 1 TA 6
## 1039 1 0 3 1 Gd 5
## 1040 2 0 2 1 TA 5
## 1041 1 0 4 1 TA 7
## 1042 1 0 4 1 TA 7
## 1043 2 0 4 1 TA 7
## 1044 2 0 4 1 Gd 7
## 1045 2 1 3 1 Gd 7
## 1046 2 0 3 1 Gd 7
## 1047 2 1 3 1 Gd 8
## 1048 2 0 3 1 Gd 7
## 1049 2 0 3 1 Gd 7
## 1050 2 0 3 1 Gd 7
## 1051 2 0 2 1 Gd 6
## 1052 2 1 3 1 Gd 7
## 1053 2 1 3 1 Gd 7
## 1054 0 1 0 1 Gd 5
## 1055 1 0 3 1 TA 6
## 1056 2 1 3 1 Gd 6
## 1057 1 0 3 1 TA 5
## 1058 1 1 3 1 TA 6
## 1059 2 1 3 1 Gd 7
## 1060 2 1 3 1 TA 7
## 1061 2 1 3 1 Gd 7
## 1062 2 1 3 1 Gd 7
## 1063 1 0 3 1 TA 5
## 1064 2 0 3 1 TA 6
## 1065 2 0 3 1 TA 6
## 1066 1 1 3 1 TA 5
## 1067 1 0 3 1 TA 5
## 1068 1 0 3 1 TA 5
## 1069 1 0 3 1 Ex 5
## 1070 1 0 3 1 Gd 5
## 1071 2 0 3 1 Gd 7
## 1072 2 1 3 1 Gd 7
## 1073 2 1 3 1 Gd 7
## 1074 2 0 3 1 Gd 7
## 1075 2 1 4 1 Gd 7
## 1076 2 1 3 1 Gd 7
## 1077 1 1 1 1 Gd 5
## 1078 2 1 3 1 Gd 7
## 1079 2 0 2 1 Gd 5
## 1080 2 0 3 1 Gd 6
## 1081 2 1 3 1 Gd 7
## 1082 2 1 3 1 Gd 6
## 1083 1 0 2 1 TA 4
## 1084 1 0 2 1 TA 4
## 1085 1 0 3 1 TA 7
## 1086 1 0 2 1 TA 5
## 1087 1 0 3 1 TA 7
## 1088 2 1 5 2 TA 11
## 1089 2 1 3 1 TA 6
## 1090 2 1 2 1 Ex 15
## 1091 1 0 2 1 Gd 5
## 1092 1 0 2 1 Fa 4
## 1093 2 0 2 2 Fa 6
## 1094 2 0 4 2 TA 8
## 1095 1 0 2 1 TA 4
## 1096 1 0 2 1 TA 4
## 1097 1 0 3 1 TA 5
## 1098 2 0 6 2 TA 12
## 1099 1 0 3 1 TA 6
## 1100 2 0 2 1 TA 8
## 1101 1 0 2 1 TA 5
## 1102 1 0 3 1 TA 7
## 1103 1 0 3 1 TA 6
## 1104 2 1 4 1 Gd 8
## 1105 1 1 2 1 TA 7
## 1106 2 0 4 1 Gd 7
## 1107 2 0 3 1 TA 5
## 1108 1 1 3 1 TA 6
## 1109 2 0 3 1 TA 7
## 1110 1 0 2 1 TA 5
## 1111 2 0 4 1 Gd 7
## 1112 1 0 1 1 TA 4
## 1113 2 0 3 1 TA 7
## 1114 2 1 2 1 Gd 6
## 1115 1 0 3 1 Gd 6
## 1116 2 0 3 1 TA 6
## 1117 2 0 3 1 Gd 6
## 1118 1 0 2 1 TA 5
## 1119 1 0 1 1 TA 4
## 1120 2 0 4 2 TA 9
## 1121 1 0 3 1 TA 6
## 1122 1 0 2 1 Gd 5
## 1123 2 0 2 1 Gd 5
## 1124 2 0 2 1 Gd 5
## 1125 2 0 3 1 Gd 6
## 1126 1 1 1 1 Gd 4
## 1127 2 0 3 1 TA 6
## 1128 1 0 3 0 TA 4
## 1129 1 0 2 1 TA 5
## 1130 2 0 2 1 Gd 5
## 1131 2 1 4 1 Gd 7
## 1132 2 0 3 1 Gd 7
## 1133 2 0 2 1 Ex 6
## 1134 2 0 3 1 Gd 6
## 1135 2 0 2 1 Gd 5
## 1136 2 0 2 1 Gd 6
## 1137 2 0 3 1 TA 7
## 1138 3 1 5 1 Gd 10
## 1139 2 0 3 1 Ex 8
## 1140 1 0 2 1 TA 9
## 1141 0 1 0 1 TA 3
## 1142 1 1 3 1 TA 5
## 1143 1 0 2 1 TA 4
## 1144 1 1 3 1 TA 5
## 1145 1 1 3 1 TA 6
## 1146 1 0 1 1 Gd 4
## 1147 2 0 3 1 TA 6
## 1148 1 1 3 1 Gd 6
## 1149 1 1 3 1 TA 6
## 1150 1 0 2 1 TA 5
## 1151 1 0 3 1 TA 6
## 1152 1 1 3 1 TA 6
## 1153 1 0 2 1 TA 4
## 1154 1 0 3 1 TA 5
## 1155 2 0 2 1 TA 5
## 1156 1 0 2 1 Gd 5
## 1157 1 1 3 1 TA 7
## 1158 1 1 1 1 Ex 4
## 1159 2 0 3 1 TA 8
## 1160 2 1 3 1 TA 6
## 1161 2 1 3 1 TA 7
## 1162 2 1 3 1 TA 7
## 1163 2 1 4 1 Gd 7
## 1164 2 1 3 1 Gd 9
## 1165 2 1 4 1 Gd 9
## 1166 2 0 3 1 TA 6
## 1167 2 0 2 1 TA 5
## 1168 3 1 3 1 Ex 11
## 1169 3 1 5 1 Ex 10
## 1170 2 1 4 1 Gd 11
## 1171 2 1 4 1 Ex 11
## 1172 3 1 4 1 Ex 10
## 1173 2 0 2 1 Gd 7
## 1174 2 1 3 1 Ex 8
## 1175 1 0 2 1 TA 5
## 1176 2 1 4 1 TA 8
## 1177 1 0 2 1 TA 5
## 1178 2 1 3 1 Gd 8
## 1179 3 0 3 1 Gd 8
## 1180 2 0 3 1 TA 6
## 1181 1 0 3 1 TA 5
## 1182 2 0 2 1 Gd 4
## 1183 1 1 3 1 TA 6
## 1184 1 1 3 1 Gd 7
## 1185 1 1 3 1 TA 6
## 1186 1 1 2 1 TA 5
## 1187 1 1 3 1 TA 6
## 1188 2 0 2 1 TA 4
## 1189 1 0 3 1 TA 6
## 1190 2 0 2 1 TA 4
## 1191 2 1 3 1 TA 6
## 1192 2 1 4 1 Ex 11
## 1193 2 0 2 1 Gd 6
## 1194 2 0 4 1 Gd 8
## 1195 2 0 2 1 Ex 7
## 1196 2 1 4 1 Ex 10
## 1197 2 1 3 1 Ex 8
## 1198 2 1 3 1 Ex 8
## 1199 2 1 4 1 Gd 10
## 1200 2 1 4 1 Ex 10
## 1201 2 0 2 1 Gd 6
## 1202 2 0 2 1 Ex 7
## 1203 2 1 3 1 Gd 9
## 1204 2 0 2 1 Ex 6
## Functional Fireplaces FireplaceQu GarageType GarageYrBlt GarageFinish
## 1 Typ 0 <NA> Attchd 1961 Unf
## 2 Typ 0 <NA> Attchd 1958 Unf
## 3 Typ 1 TA Attchd 1997 Fin
## 4 Typ 1 Gd Attchd 1998 Fin
## 5 Typ 0 <NA> Attchd 1992 RFn
## 6 Typ 1 TA Attchd 1993 Fin
## 7 Typ 0 <NA> Attchd 1992 Fin
## 8 Typ 1 Gd Attchd 1998 Fin
## 9 Typ 1 Po Attchd 1990 Unf
## 10 Typ 0 <NA> Attchd 1970 Fin
## 11 Typ 1 Fa Attchd 1999 Fin
## 12 Typ 0 <NA> Detchd 1971 Unf
## 13 Typ 0 <NA> Detchd 1997 Unf
## 14 Typ 1 TA Attchd 1975 Unf
## 15 Typ 0 <NA> Attchd 1975 Unf
## 16 Typ 1 Gd Attchd 2009 Fin
## 17 Typ 0 <NA> Attchd 2009 RFn
## 18 Typ 1 Gd Attchd 2005 Fin
## 19 Typ 1 Gd Attchd 2005 RFn
## 20 Typ 2 Gd Attchd 2003 Fin
## 21 Typ 1 Ex Attchd 2002 Fin
## 22 Typ 1 Gd Attchd 2006 RFn
## 23 Typ 0 <NA> Attchd 2005 Fin
## 24 Typ 0 <NA> Attchd 2006 Fin
## 25 Typ 1 Gd BuiltIn 2004 Fin
## 26 Typ 1 Gd BuiltIn 2004 Fin
## 27 Typ 1 TA Attchd 1998 Fin
## 28 Typ 1 Gd Attchd 2005 RFn
## 29 Typ 0 <NA> Attchd 2009 RFn
## 30 Typ 1 Gd Attchd 2005 Fin
## 31 Typ 0 <NA> Attchd 2004 RFn
## 32 Typ 0 <NA> Detchd 1920 Unf
## 33 Typ 2 Fa Attchd 1974 Fin
## 34 Typ 1 TA Attchd 1993 RFn
## 35 Typ 1 TA Attchd 1992 RFn
## 36 Typ 1 Gd Attchd 2004 Fin
## 37 Typ 0 <NA> Attchd 2004 RFn
## 38 Typ 0 <NA> Detchd 2004 RFn
## 39 Typ 0 <NA> Detchd 2004 RFn
## 40 Typ 0 <NA> Detchd 2005 RFn
## 41 Typ 0 <NA> Detchd 2000 Unf
## 42 Typ 0 <NA> Attchd 2003 RFn
## 43 Typ 1 Gd Attchd 2010 RFn
## 44 Typ 1 TA Attchd 2000 RFn
## 45 Typ 1 Gd Attchd 2002 RFn
## 46 Typ 0 <NA> Attchd 1967 RFn
## 47 Typ 1 TA Attchd 1993 Unf
## 48 Typ 1 TA Attchd 1978 RFn
## 49 Typ 0 <NA> Attchd 1971 RFn
## 50 Typ 0 <NA> Attchd 1966 RFn
## 51 Typ 0 <NA> Attchd 1966 RFn
## 52 Typ 0 <NA> Attchd 1967 RFn
## 53 Typ 0 <NA> Attchd 1964 Unf
## 54 Typ 0 <NA> <NA> NA <NA>
## 55 Min2 2 Gd Detchd 1994 Unf
## 56 Typ 1 Gd Attchd 1949 Unf
## 57 Typ 1 Gd Attchd 1966 Unf
## 58 Typ 0 <NA> Attchd 1958 Unf
## 59 Typ 0 <NA> Attchd 2003 RFn
## 60 Typ 0 <NA> Attchd 1959 RFn
## 61 Typ 0 <NA> Attchd 1959 RFn
## 62 Typ 2 Gd Attchd 1956 Unf
## 63 Typ 0 <NA> Attchd 1956 Unf
## 64 Typ 0 <NA> Detchd 1952 Unf
## 65 Typ 0 <NA> Attchd 1955 Unf
## 66 Typ 0 <NA> Attchd 1958 Unf
## 67 Typ 0 <NA> Detchd 1989 Unf
## 68 Typ 0 <NA> Detchd 1950 Unf
## 69 Typ 0 <NA> Detchd 1960 RFn
## 70 Min1 1 TA Attchd 1963 RFn
## 71 Min2 2 Gd Basment 1900 Unf
## 72 Typ 1 Gd <NA> NA <NA>
## 73 Typ 0 <NA> Detchd 1957 Unf
## 74 Typ 0 <NA> Detchd 1938 Unf
## 75 Typ 1 Gd Detchd 1948 Unf
## 76 Typ 0 <NA> Detchd 1962 Unf
## 77 Typ 1 Gd Detchd 1928 Unf
## 78 Typ 0 <NA> Detchd 1930 Unf
## 79 Typ 0 <NA> Detchd 2003 Unf
## 80 Typ 0 <NA> <NA> NA <NA>
## 81 Min1 0 <NA> Detchd 1970 Unf
## 82 Typ 0 <NA> Detchd 1950 Unf
## 83 Typ 1 Gd Detchd 1928 Unf
## 84 Typ 0 <NA> Detchd 1926 Unf
## 85 Typ 0 <NA> Detchd 1939 Unf
## 86 Typ 2 Gd Detchd 1973 Unf
## 87 Min2 2 Fa Detchd 1942 Unf
## 88 Typ 0 <NA> Detchd 1948 Unf
## 89 Typ 0 <NA> Detchd 1979 Fin
## 90 Typ 1 Gd Detchd 1930 Unf
## 91 Typ 1 Gd Detchd 1923 Unf
## 92 Typ 1 TA Detchd 1915 Unf
## 93 Typ 0 <NA> <NA> NA <NA>
## 94 Typ 0 <NA> Detchd 1920 Unf
## 95 Typ 2 Gd Attchd 1959 Unf
## 96 Mod 0 <NA> Detchd 1917 Unf
## 97 Typ 0 <NA> <NA> NA <NA>
## 98 Typ 0 <NA> Detchd 1940 Unf
## 99 Typ 0 <NA> <NA> NA <NA>
## 100 Typ 1 Gd Detchd 1910 Unf
## 101 Typ 0 <NA> <NA> NA <NA>
## 102 Typ 0 <NA> Detchd 1966 Unf
## 103 Typ 0 <NA> Detchd 1969 Unf
## 104 Typ 2 TA Attchd 1978 Fin
## 105 Typ 2 TA Attchd 1968 Unf
## 106 Typ 2 TA Attchd 1977 RFn
## 107 Typ 0 <NA> Detchd 1945 Unf
## 108 Typ 1 TA Attchd 1978 Fin
## 109 Typ 1 Gd Attchd 1938 RFn
## 110 Typ 1 TA Attchd 1987 Unf
## 111 Typ 1 TA Detchd 1947 Unf
## 112 Typ 0 <NA> Attchd 1954 Fin
## 113 Typ 2 TA Attchd 2009 RFn
## 114 Typ 0 <NA> Detchd 1964 Unf
## 115 Typ 2 TA Attchd 1987 RFn
## 116 Typ 1 Gd 2Types 2000 RFn
## 117 Typ 0 <NA> Attchd 2009 RFn
## 118 Typ 0 <NA> Detchd 1957 Unf
## 119 Typ 0 <NA> Attchd 1998 Unf
## 120 Typ 1 TA Attchd 1997 RFn
## 121 Typ 0 <NA> Attchd 1977 Unf
## 122 Typ 0 <NA> Detchd 1977 Unf
## 123 Typ 1 Gd Attchd 2003 RFn
## 124 Typ 1 TA Attchd 1997 Fin
## 125 Typ 0 <NA> Attchd 2003 Fin
## 126 Min1 0 <NA> Detchd 1945 Unf
## 127 Typ 0 <NA> Detchd 1954 Unf
## 128 Typ 0 <NA> Attchd 1968 RFn
## 129 Typ 0 <NA> Detchd 1956 Unf
## 130 Typ 1 Fa Detchd 1975 Unf
## 131 Typ 0 <NA> <NA> NA <NA>
## 132 Typ 1 Gd Detchd 1979 Unf
## 133 Typ 1 Gd Detchd 1939 Unf
## 134 Min2 0 <NA> <NA> NA <NA>
## 135 Typ 1 Gd <NA> NA <NA>
## 136 Typ 2 TA Attchd 1941 Unf
## 137 Typ 0 <NA> Detchd 1950 Unf
## 138 Typ 0 <NA> BuiltIn 1994 RFn
## 139 Typ 1 TA Attchd 1989 Fin
## 140 Typ 1 TA Attchd 1989 Unf
## 141 Typ 0 <NA> Detchd 1951 Unf
## 142 Typ 0 <NA> Detchd 1950 Unf
## 143 Typ 0 <NA> Detchd 1896 RFn
## 144 Typ 1 Gd Attchd 2004 Fin
## 145 Typ 1 TA Attchd 1998 Unf
## 146 Typ 1 Fa Attchd 1977 Unf
## 147 Typ 0 <NA> 2Types 1976 Unf
## 148 Typ 1 TA Attchd 2008 Fin
## 149 Typ 0 <NA> Attchd 2010 RFn
## 150 Typ 0 <NA> BuiltIn 2007 Fin
## 151 Typ 1 TA Attchd 1965 Unf
## 152 Typ 0 <NA> Attchd 2004 RFn
## 153 Typ 1 Gd Attchd 2001 Unf
## 154 Typ 1 Po Attchd 1973 RFn
## 155 Typ 0 <NA> <NA> NA <NA>
## 156 Typ 0 <NA> <NA> NA <NA>
## 157 Typ 0 <NA> Attchd 1972 Unf
## 158 Typ 0 <NA> Detchd 1971 Unf
## 159 Typ 0 <NA> Attchd 1984 Unf
## 160 Typ 0 <NA> Attchd 1985 Unf
## 161 Typ 0 <NA> Detchd 1993 Unf
## 162 Typ 0 <NA> Attchd 1969 Fin
## 163 Typ 2 TA Attchd 1994 Unf
## 164 Typ 1 Fa Attchd 1993 Fin
## 165 Typ 0 <NA> Attchd 1956 Unf
## 166 Typ 1 Gd Attchd 1974 RFn
## 167 Typ 1 TA Attchd 1997 Fin
## 168 Typ 1 Gd BuiltIn 2003 Fin
## 169 Typ 1 TA BuiltIn 1996 Fin
## 170 Typ 1 Gd Attchd 2004 Fin
## 171 Typ 0 <NA> Attchd 1998 Fin
## 172 Typ 0 <NA> Attchd 1995 RFn
## 173 Typ 1 TA BuiltIn 1998 Fin
## 174 Typ 1 TA Attchd 1998 Fin
## 175 Typ 1 TA Attchd 1994 Fin
## 176 Typ 1 TA Attchd 1993 Unf
## 177 Typ 1 TA Attchd 1977 Unf
## 178 Typ 1 TA Attchd 1978 RFn
## 179 Typ 1 TA Attchd 1978 RFn
## 180 Typ 1 TA BuiltIn 1980 RFn
## 181 Typ 1 TA Attchd 1978 Fin
## 182 Typ 1 Ex Attchd 2003 RFn
## 183 Typ 1 TA Attchd 2000 Fin
## 184 Typ 1 Gd Attchd 2002 RFn
## 185 Typ 2 Fa Attchd 1975 RFn
## 186 Typ 1 TA Attchd 1974 RFn
## 187 Typ 1 TA Attchd 1975 Unf
## 188 Typ 0 <NA> Attchd 1970 RFn
## 189 Typ 0 <NA> Attchd 1971 Unf
## 190 Typ 0 <NA> Detchd 2001 Unf
## 191 Typ 0 <NA> Detchd 1986 Unf
## 192 Typ 0 <NA> Detchd 1973 Unf
## 193 Typ 0 <NA> Detchd 1972 Unf
## 194 Typ 1 TA Detchd 1976 RFn
## 195 Typ 1 Fa Attchd 1975 RFn
## 196 Typ 1 TA Attchd 1977 Unf
## 197 Typ 1 TA Detchd 1978 Unf
## 198 Typ 1 TA Attchd 1978 Fin
## 199 Typ 0 <NA> Attchd 1976 Unf
## 200 Typ 1 TA Attchd 1966 RFn
## 201 Typ 3 Gd BuiltIn 2007 Fin
## 202 Typ 1 Gd Attchd 2009 RFn
## 203 Typ 1 Gd Attchd 2008 RFn
## 204 Typ 2 Gd Attchd 2007 Fin
## 205 Typ 1 Gd Attchd 2008 RFn
## 206 Typ 2 Gd Attchd 2004 Fin
## 207 Typ 1 Gd BuiltIn 2007 Fin
## 208 Typ 1 Gd Attchd 2008 RFn
## 209 Typ 1 Gd Attchd 2006 Fin
## 210 Typ 1 Gd Attchd 2008 Fin
## 211 Typ 1 Gd Attchd 2003 Fin
## 212 Typ 1 Gd Attchd 2003 Fin
## 213 Typ 1 Gd BuiltIn 2003 Fin
## 214 Typ 1 Gd Attchd 2006 RFn
## 215 Typ 1 Gd Attchd 2005 RFn
## 216 Typ 1 Gd Attchd 2005 RFn
## 217 Typ 1 Gd Attchd 2008 RFn
## 218 Typ 1 Ex Attchd 2004 Fin
## 219 Typ 1 Gd Attchd 2003 Fin
## 220 Typ 1 Gd Attchd 2008 Fin
## 221 Typ 1 Gd Attchd 2008 RFn
## 222 Typ 1 Gd Attchd 2002 RFn
## 223 Typ 1 TA Attchd 2003 RFn
## 224 Typ 1 Gd Attchd 2005 Fin
## 225 Typ 1 Gd Attchd 2005 Fin
## 226 Typ 1 Gd Attchd 2005 Fin
## 227 Typ 1 Gd BuiltIn 2004 Fin
## 228 Typ 1 Gd BuiltIn 2004 Fin
## 229 Typ 1 Gd Attchd 2004 Fin
## 230 Typ 1 Gd Attchd 2003 Fin
## 231 Typ 1 TA Attchd 2003 Fin
## 232 Typ 1 Gd BuiltIn 2002 Fin
## 233 Typ 0 <NA> BuiltIn 2004 Fin
## 234 Typ 1 TA Attchd 2000 Fin
## 235 Typ 1 TA BuiltIn 1999 RFn
## 236 Typ 1 TA BuiltIn 1999 Fin
## 237 Typ 1 TA BuiltIn 1999 Fin
## 238 Typ 2 TA BuiltIn 2000 RFn
## 239 Typ 2 Gd Attchd 1994 Fin
## 240 Typ 1 TA Attchd 1995 Fin
## 241 Typ 1 TA Attchd 1993 RFn
## 242 Typ 0 <NA> Attchd 2008 RFn
## 243 Typ 1 Gd Attchd 2008 Fin
## 244 Typ 1 Gd Attchd 2007 RFn
## 245 Typ 1 Gd Attchd 2006 Fin
## 246 Typ 2 Gd Attchd 2005 Fin
## 247 Typ 0 <NA> Attchd 2008 Fin
## 248 Typ 0 <NA> Attchd 2008 RFn
## 249 Typ 1 Gd Attchd 2008 RFn
## 250 Typ 1 Gd Attchd 2006 RFn
## 251 Typ 1 Gd Attchd 2006 Fin
## 252 Typ 1 Gd Attchd 2009 Fin
## 253 Typ 1 Gd Attchd 2006 RFn
## 254 Typ 0 <NA> Attchd 2003 RFn
## 255 Typ 0 <NA> Attchd 2003 RFn
## 256 Typ 0 <NA> Detchd 2007 RFn
## 257 Typ 0 <NA> Detchd 2006 RFn
## 258 Typ 0 <NA> <NA> NA <NA>
## 259 Typ 0 <NA> BuiltIn 2004 RFn
## 260 Typ 0 <NA> Attchd 2004 RFn
## 261 Typ 0 <NA> Detchd 2005 Unf
## 262 Typ 0 <NA> <NA> NA <NA>
## 263 Typ 0 <NA> Detchd 2004 Unf
## 264 Typ 0 <NA> Attchd 2008 RFn
## 265 Typ 1 TA Attchd 1997 RFn
## 266 Typ 0 <NA> Attchd 1992 RFn
## 267 Typ 0 <NA> Attchd 1990 RFn
## 268 Typ 0 <NA> Attchd 1994 RFn
## 269 Typ 0 <NA> Attchd 1986 RFn
## 270 Typ 2 TA Attchd 1981 Unf
## 271 Typ 0 <NA> Detchd 1969 Unf
## 272 Typ 0 <NA> Detchd 1982 Unf
## 273 Typ 0 <NA> Attchd 1961 Unf
## 274 Typ 0 <NA> Attchd 1965 Unf
## 275 Typ 0 <NA> Attchd 1963 RFn
## 276 Typ 0 <NA> Attchd 1962 Unf
## 277 Maj1 2 Gd Attchd 1980 RFn
## 278 Typ 1 TA Attchd 1991 Unf
## 279 Mod 1 TA BuiltIn 2004 Fin
## 280 Typ 1 Gd Attchd 2008 Fin
## 281 Typ 1 Gd Attchd 2008 Fin
## 282 Typ 0 <NA> Detchd 2000 Unf
## 283 Typ 0 <NA> Detchd 1999 Unf
## 284 Typ 1 Gd Attchd 1977 Fin
## 285 Typ 0 <NA> Attchd 1981 RFn
## 286 Typ 1 Gd Attchd 1976 Unf
## 287 Typ 2 TA Attchd 1974 RFn
## 288 Typ 1 TA Attchd 1967 RFn
## 289 Typ 1 Fa Attchd 1969 RFn
## 290 Typ 0 <NA> Attchd 1969 Unf
## 291 Typ 2 TA Attchd 1977 RFn
## 292 Typ 0 <NA> Attchd 1967 Fin
## 293 Typ 0 <NA> Attchd 1967 Unf
## 294 Typ 1 TA Attchd 1974 RFn
## 295 Typ 1 Gd Attchd 1971 RFn
## 296 Typ 1 Po Detchd 1988 Unf
## 297 Typ 0 <NA> Detchd 1960 Unf
## 298 Typ 1 Gd Attchd 1982 RFn
## 299 Min1 1 Gd Detchd 1956 Unf
## 300 Typ 1 TA Attchd 1961 RFn
## 301 Typ 2 Gd Detchd 1964 Unf
## 302 Typ 1 TA Attchd 1965 Fin
## 303 Typ 1 Po BuiltIn 1961 Fin
## 304 Typ 0 <NA> Attchd 1955 RFn
## 305 Typ 0 <NA> Attchd 1967 Unf
## 306 Typ 1 TA Attchd 1961 RFn
## 307 Typ 2 Gd Attchd 1966 Unf
## 308 Typ 0 <NA> Attchd 1956 RFn
## 309 Typ 2 Gd Attchd 1960 Unf
## 310 Typ 0 <NA> Attchd 1959 Unf
## 311 Typ 0 <NA> Attchd 1956 RFn
## 312 Typ 0 <NA> Attchd 1955 Unf
## 313 Typ 2 Gd Attchd 1956 Unf
## 314 Typ 0 <NA> Detchd 1958 Unf
## 315 Typ 0 <NA> Attchd 1954 Unf
## 316 Typ 0 <NA> Basment 1951 Unf
## 317 Typ 0 <NA> Detchd 1945 Unf
## 318 Typ 0 <NA> Attchd 1952 Unf
## 319 Typ 0 <NA> Attchd 1953 Fin
## 320 Typ 1 Gd Attchd 1948 Unf
## 321 Typ 0 <NA> Attchd 1950 Fin
## 322 Typ 0 <NA> Attchd 1958 Unf
## 323 Typ 0 <NA> Detchd 1939 Unf
## 324 Typ 0 <NA> Detchd 1940 Unf
## 325 Typ 0 <NA> Detchd 1987 Unf
## 326 Min2 1 TA Detchd 1954 Unf
## 327 Typ 0 <NA> Detchd 2008 Unf
## 328 Typ 0 <NA> <NA> NA <NA>
## 329 Typ 0 <NA> Detchd 1980 Fin
## 330 Typ 0 <NA> Detchd 1959 Unf
## 331 Typ 0 <NA> Attchd 1969 RFn
## 332 Typ 0 <NA> Attchd 1963 Unf
## 333 Min1 1 Po Attchd 1967 RFn
## 334 Typ 0 <NA> Detchd 1985 Unf
## 335 Typ 0 <NA> Detchd 1957 Unf
## 336 Typ 1 Gd Basment 1958 RFn
## 337 Typ 0 <NA> Detchd 1989 Unf
## 338 Typ 0 <NA> Attchd 1958 RFn
## 339 Typ 0 <NA> Detchd 1952 Unf
## 340 Typ 0 <NA> Attchd 1959 RFn
## 341 Typ 0 <NA> Detchd 1949 Unf
## 342 Typ 0 <NA> Detchd 1994 Unf
## 343 Typ 0 <NA> Attchd 1964 Unf
## 344 Typ 0 <NA> Attchd 1978 Unf
## 345 Typ 1 Fa Attchd 1963 RFn
## 346 Typ 0 <NA> Detchd 1920 Unf
## 347 Typ 0 <NA> Detchd 1920 Unf
## 348 Typ 0 <NA> Detchd 1959 Unf
## 349 Typ 0 <NA> <NA> NA <NA>
## 350 Typ 1 Gd Detchd 1939 Unf
## 351 Typ 0 <NA> <NA> NA <NA>
## 352 Typ 0 <NA> <NA> NA <NA>
## 353 Typ 0 <NA> Detchd 1950 Unf
## 354 Typ 0 <NA> Detchd 1920 Unf
## 355 Typ 0 <NA> Detchd 1965 Unf
## 356 Typ 0 <NA> Detchd 1963 Unf
## 357 Typ 0 <NA> Detchd 1974 Unf
## 358 Typ 0 <NA> Detchd 1930 Unf
## 359 Typ 1 Gd Attchd 1917 Unf
## 360 Typ 1 Gd <NA> NA <NA>
## 361 Typ 0 <NA> Detchd 1920 Unf
## 362 Typ 0 <NA> Detchd 1950 Unf
## 363 Typ 0 <NA> <NA> NA <NA>
## 364 Typ 1 Gd BuiltIn 1923 Unf
## 365 Typ 1 Gd Detchd 1955 Unf
## 366 Typ 0 <NA> Attchd 1924 Fin
## 367 Typ 0 <NA> Detchd 1926 Unf
## 368 Typ 1 Gd Detchd 1938 Unf
## 369 Typ 0 <NA> Detchd 1982 Unf
## 370 Typ 0 <NA> Detchd 1930 Unf
## 371 Min2 0 <NA> Detchd 1915 Unf
## 372 Sev 0 <NA> <NA> NA <NA>
## 373 Typ 0 <NA> Attchd 1927 Unf
## 374 Typ 0 <NA> Attchd 1915 Unf
## 375 Typ 0 <NA> <NA> NA <NA>
## 376 Typ 0 <NA> Detchd 1927 Unf
## 377 Min2 0 <NA> <NA> NA <NA>
## 378 Typ 0 <NA> Detchd 1915 Unf
## 379 Typ 0 <NA> CarPort 1946 Unf
## 380 Typ 0 <NA> <NA> NA <NA>
## 381 Typ 0 <NA> Detchd 1960 Unf
## 382 Typ 0 <NA> Detchd 1934 Unf
## 383 Typ 1 Po Attchd 1984 Fin
## 384 Typ 1 Fa Basment 1978 Fin
## 385 Typ 1 TA Attchd 1961 Unf
## 386 Typ 1 TA Attchd 1960 RFn
## 387 Typ 1 TA Attchd 1956 Unf
## 388 Min2 0 <NA> <NA> NA <NA>
## 389 Mod 0 <NA> Attchd 1980 Unf
## 390 Typ 0 <NA> Attchd 1956 Unf
## 391 Typ 1 Gd Detchd 1946 Unf
## 392 Typ 1 Gd Detchd 1954 RFn
## 393 Typ 0 <NA> Attchd 1984 Fin
## 394 Typ 0 <NA> Attchd 1990 Unf
## 395 Min2 1 Po Attchd 1983 Unf
## 396 Typ 1 TA Attchd 1993 RFn
## 397 Mod 1 TA Attchd 1900 Unf
## 398 Typ 0 <NA> Detchd 1979 Unf
## 399 Typ 0 <NA> Attchd 1979 Unf
## 400 Typ 2 TA Detchd 1979 Unf
## 401 Typ 0 <NA> Attchd 1979 Unf
## 402 Typ 2 TA BuiltIn 2000 Fin
## 403 Typ 2 TA BuiltIn 2000 Fin
## 404 Typ 2 TA BuiltIn 2000 Fin
## 405 Typ 1 Gd Attchd 2009 Fin
## 406 Typ 1 Gd Attchd 2008 RFn
## 407 Typ 1 Gd Attchd 2008 RFn
## 408 Typ 2 Gd Attchd 2007 RFn
## 409 Typ 1 Gd Attchd 2007 RFn
## 410 Typ 0 <NA> Attchd 2008 RFn
## 411 Typ 1 Gd Attchd 2005 Fin
## 412 Typ 1 Gd Attchd 2005 Fin
## 413 Typ 1 TA Attchd 1992 Unf
## 414 Typ 0 <NA> Attchd 1995 RFn
## 415 Typ 0 <NA> Attchd 1998 Fin
## 416 Typ 1 TA Attchd 1998 RFn
## 417 Typ 0 <NA> Attchd 2002 RFn
## 418 Typ 1 TA Attchd 2001 RFn
## 419 Typ 0 <NA> Attchd 1978 Unf
## 420 Typ 0 <NA> Attchd 1979 Unf
## 421 Typ 0 <NA> Attchd 2002 RFn
## 422 Typ 1 Gd BuiltIn 2003 RFn
## 423 Typ 0 <NA> Attchd 2002 RFn
## 424 Typ 0 <NA> Attchd 2001 RFn
## 425 Typ 1 TA Attchd 1999 Fin
## 426 Typ 1 Gd Attchd 2002 Fin
## 427 Typ 1 TA Attchd 1997 Unf
## 428 Typ 1 Gd Attchd 2007 RFn
## 429 Typ 1 Gd BuiltIn 2007 Fin
## 430 Min1 0 <NA> 2Types 1968 Fin
## 431 Typ 0 <NA> Basment 2005 Fin
## 432 Typ 0 <NA> Detchd 1959 Unf
## 433 Min1 0 <NA> Attchd 1950 RFn
## 434 Typ 0 <NA> <NA> NA <NA>
## 435 Min1 1 TA Attchd 1956 Unf
## 436 Typ 2 Gd Detchd 1940 Unf
## 437 Typ 2 Gd Basment 1938 Unf
## 438 Typ 1 Gd Detchd 1926 Unf
## 439 Typ 1 Gd Detchd 1916 Unf
## 440 Typ 1 Gd Detchd 1918 Unf
## 441 Min2 2 TA Detchd 1961 Unf
## 442 Typ 0 <NA> Attchd 1960 Unf
## 443 Typ 2 Gd Detchd 1940 Unf
## 444 Typ 1 Gd Attchd 1954 Unf
## 445 Typ 1 Gd Attchd 1960 Fin
## 446 Maj2 1 TA Attchd 1949 Unf
## 447 Typ 2 Gd Basment 1954 Unf
## 448 Typ 1 TA Detchd 1980 Unf
## 449 Typ 1 TA Attchd 1980 Fin
## 450 Typ 1 TA Attchd 1980 Fin
## 451 Typ 1 TA BuiltIn 1986 Fin
## 452 Min1 2 Gd Attchd 1971 Fin
## 453 Typ 0 <NA> Detchd 1998 Unf
## 454 Typ 0 <NA> Detchd 1940 Unf
## 455 Typ 1 Gd Attchd 2007 Fin
## 456 Min1 0 <NA> Detchd 1975 Unf
## 457 Typ 1 TA BuiltIn 2000 Fin
## 458 Typ 1 TA Attchd 1977 Unf
## 459 Typ 2 Fa Attchd 1977 RFn
## 460 Typ 0 <NA> Detchd 1991 Unf
## 461 Typ 1 Ex Attchd 2008 Fin
## 462 Typ 0 <NA> Attchd 2008 Fin
## 463 Typ 1 TA BuiltIn 1980 Fin
## 464 Min1 1 Fa Attchd 1987 Fin
## 465 Typ 0 <NA> Attchd 2003 Fin
## 466 Typ 1 Gd Attchd 2007 Fin
## 467 Typ 0 <NA> Attchd 1968 Unf
## 468 Typ 1 Po Attchd 1969 Unf
## 469 Typ 0 <NA> Detchd 1998 Unf
## 470 Typ 0 <NA> Attchd 1993 Fin
## 471 Typ 1 Fa Detchd 1998 Unf
## 472 Typ 0 <NA> Detchd 2001 Unf
## 473 Typ 1 TA Attchd 1969 RFn
## 474 Typ 1 TA Attchd 1997 Fin
## 475 Typ 1 TA BuiltIn 1995 Fin
## 476 Typ 0 <NA> Attchd 1998 Fin
## 477 Typ 1 TA Attchd 1996 Fin
## 478 Typ 0 <NA> Attchd 1996 Unf
## 479 Min1 1 TA Attchd 1997 Fin
## 480 Typ 0 <NA> Attchd 1992 RFn
## 481 Typ 1 TA Attchd 1998 Fin
## 482 Typ 0 <NA> Attchd 1991 Fin
## 483 Typ 1 TA Attchd 1989 RFn
## 484 Typ 1 Gd BuiltIn 2005 Fin
## 485 Typ 1 Gd Attchd 2004 Fin
## 486 Min2 2 Gd Attchd 1952 Unf
## 487 Typ 1 Gd Attchd 2007 RFn
## 488 Typ 1 TA Attchd 1950 RFn
## 489 Typ 1 Ex Attchd 1988 RFn
## 490 Typ 0 <NA> Attchd 1983 Unf
## 491 Typ 2 Fa Attchd 1978 Fin
## 492 Typ 1 TA Attchd 1979 Fin
## 493 Typ 1 Po Attchd 1976 Fin
## 494 Min1 1 TA Attchd 1980 Unf
## 495 Typ 0 <NA> Detchd 1969 Unf
## 496 Min2 2 Gd Attchd 1978 Fin
## 497 Typ 1 Gd Attchd 1976 Unf
## 498 Typ 1 Gd Attchd 1996 RFn
## 499 Typ 0 <NA> Detchd 1982 Unf
## 500 Typ 0 <NA> Attchd 1969 Unf
## 501 Typ 0 <NA> Detchd 1977 Unf
## 502 Typ 0 <NA> Detchd 1973 Unf
## 503 Typ 0 <NA> Detchd 1975 Unf
## 504 Typ 0 <NA> Detchd 1972 Unf
## 505 Typ 0 <NA> Attchd 1975 RFn
## 506 Typ 0 <NA> Attchd 1977 Unf
## 507 Typ 0 <NA> Attchd 2007 Fin
## 508 Typ 1 Ex Attchd 2007 Fin
## 509 Typ 1 Gd Attchd 2007 Fin
## 510 Typ 1 Gd BuiltIn 2006 Fin
## 511 Typ 1 Ex BuiltIn 2005 Fin
## 512 Typ 1 Gd BuiltIn 2005 Fin
## 513 Typ 1 Gd BuiltIn 2007 Fin
## 514 Typ 1 Gd BuiltIn 2004 Fin
## 515 Typ 2 Gd Attchd 2003 Fin
## 516 Typ 1 TA Attchd 2003 Fin
## 517 Typ 1 TA Attchd 2001 Fin
## 518 Typ 1 Gd BuiltIn 2003 Fin
## 519 Typ 1 Gd Attchd 2008 Fin
## 520 Typ 1 Gd Attchd 2005 RFn
## 521 Typ 1 Gd Attchd 2008 RFn
## 522 Typ 1 Gd Attchd 2007 Fin
## 523 Typ 1 Gd Attchd 2007 RFn
## 524 Typ 0 <NA> BuiltIn 2003 RFn
## 525 Typ 1 TA Attchd 2003 Fin
## 526 Typ 1 TA Attchd 2004 RFn
## 527 Typ 1 Gd Attchd 2007 Fin
## 528 Typ 1 Gd Attchd 2004 Fin
## 529 Typ 1 Gd BuiltIn 2002 Fin
## 530 Typ 1 Gd BuiltIn 2003 Fin
## 531 Typ 1 Gd Attchd 2008 RFn
## 532 Typ 1 TA Attchd 2000 RFn
## 533 Typ 1 Gd Attchd 2002 Fin
## 534 Typ 1 TA BuiltIn 1999 Fin
## 535 Typ 1 TA BuiltIn 1999 Fin
## 536 Typ 1 TA Attchd 1997 Fin
## 537 Typ 1 TA BuiltIn 2000 RFn
## 538 Typ 1 TA Attchd 1998 Fin
## 539 Typ 2 TA Attchd 1996 RFn
## 540 Typ 1 TA Attchd 1995 RFn
## 541 Typ 1 Gd Attchd 1993 Fin
## 542 Typ 1 Gd Attchd 2006 Unf
## 543 Typ 1 Gd BuiltIn 2007 RFn
## 544 Typ 1 Gd Attchd 2007 Fin
## 545 Typ 1 Gd Attchd 2006 Fin
## 546 Typ 0 <NA> Attchd 2008 RFn
## 547 Typ 1 Gd Attchd 2007 Fin
## 548 Typ 0 <NA> Attchd 2008 Fin
## 549 Typ 0 <NA> Attchd 2003 RFn
## 550 Typ 0 <NA> Attchd 2003 RFn
## 551 Typ 0 <NA> <NA> NA <NA>
## 552 Typ 0 <NA> Attchd 2007 Fin
## 553 Typ 0 <NA> Attchd 1995 RFn
## 554 Typ 0 <NA> Attchd 1993 RFn
## 555 Typ 0 <NA> Attchd 1994 RFn
## 556 Typ 0 <NA> Attchd 2001 RFn
## 557 Typ 0 <NA> Attchd 1992 Fin
## 558 Typ 1 TA Attchd 1963 RFn
## 559 Typ 1 TA Detchd 1962 Unf
## 560 Typ 0 <NA> Detchd 1970 Unf
## 561 Typ 0 <NA> Attchd 1963 Unf
## 562 Typ 2 TA Attchd 1974 Unf
## 563 Typ 1 Gd Detchd 1972 Unf
## 564 Typ 2 Gd Attchd 1990 RFn
## 565 Typ 1 Ex Attchd 1993 Fin
## 566 Typ 0 <NA> Attchd 2004 RFn
## 567 Typ 0 <NA> Detchd 2005 RFn
## 568 Typ 0 <NA> Detchd 2007 Unf
## 569 Typ 0 <NA> Detchd 1999 Unf
## 570 Typ 1 TA Attchd 2000 Fin
## 571 Typ 1 TA Attchd 2001 RFn
## 572 Typ 1 TA Attchd 2001 Fin
## 573 Typ 1 TA Attchd 1999 RFn
## 574 Typ 0 <NA> Detchd 1999 Unf
## 575 Typ 1 TA Attchd 2001 Fin
## 576 Typ 0 <NA> Detchd 1999 Unf
## 577 Typ 0 <NA> Detchd 2000 Unf
## 578 Typ 1 TA Attchd 1998 Fin
## 579 Typ 1 Fa Attchd 1995 Fin
## 580 Typ 1 Gd Attchd 1977 RFn
## 581 Typ 1 Gd Attchd 1976 RFn
## 582 Typ 1 TA Attchd 2002 RFn
## 583 Typ 0 <NA> Attchd 1969 RFn
## 584 Typ 1 TA Attchd 1968 RFn
## 585 Typ 1 Gd Attchd 1967 Unf
## 586 Typ 0 <NA> Detchd 1965 Unf
## 587 Typ 0 <NA> Attchd 1968 Unf
## 588 Typ 0 <NA> Detchd 1978 Unf
## 589 Typ 0 <NA> Detchd 1987 Unf
## 590 Typ 0 <NA> Attchd 1971 Fin
## 591 Typ 0 <NA> Attchd 1956 RFn
## 592 Typ 0 <NA> Attchd 1961 RFn
## 593 Typ 0 <NA> Attchd 1960 RFn
## 594 Typ 0 <NA> Basment 1937 Unf
## 595 Typ 0 <NA> Attchd 1960 RFn
## 596 Typ 1 Gd Attchd 1950 RFn
## 597 Typ 0 <NA> Attchd 1953 RFn
## 598 Typ 1 Gd Attchd 1966 RFn
## 599 Typ 2 Gd Attchd 1957 RFn
## 600 Typ 0 <NA> Attchd 1959 RFn
## 601 Typ 1 TA Attchd 1958 RFn
## 602 Typ 0 <NA> Attchd 1956 RFn
## 603 Typ 0 <NA> Attchd 1952 Unf
## 604 Typ 0 <NA> Detchd 1971 Unf
## 605 Typ 0 <NA> Detchd 1953 Unf
## 606 Typ 2 Gd Attchd 1957 Fin
## 607 Maj2 1 TA Attchd 1957 Fin
## 608 Typ 0 <NA> Detchd 1958 Unf
## 609 Typ 0 <NA> Detchd 1948 Unf
## 610 Typ 0 <NA> Detchd 1932 Unf
## 611 Typ 0 <NA> Detchd 1997 Unf
## 612 Typ 1 Gd Detchd 1968 Unf
## 613 Typ 1 Fa Attchd 1990 Fin
## 614 Typ 1 Gd Attchd 1958 RFn
## 615 Typ 0 <NA> CarPort 1960 Unf
## 616 Typ 1 TA Detchd 1972 Unf
## 617 Typ 0 <NA> Attchd 1959 RFn
## 618 Typ 0 <NA> Attchd 1962 Unf
## 619 Typ 0 <NA> Detchd 1994 Unf
## 620 Typ 0 <NA> Detchd 1954 Unf
## 621 Typ 0 <NA> Attchd 1954 Unf
## 622 Typ 0 <NA> <NA> NA <NA>
## 623 Typ 0 <NA> Detchd 1955 Unf
## 624 Typ 0 <NA> Attchd 1954 Unf
## 625 Typ 0 <NA> Attchd 1963 Unf
## 626 Typ 0 <NA> Detchd 2008 Unf
## 627 Typ 0 <NA> Detchd 1948 Unf
## 628 Typ 0 <NA> Attchd 1910 Unf
## 629 Typ 0 <NA> Detchd 1950 Unf
## 630 Typ 0 <NA> Detchd 1915 Unf
## 631 Typ 0 <NA> <NA> NA <NA>
## 632 Mod 0 <NA> Detchd 1958 Unf
## 633 Typ 1 Gd Detchd 1920 Unf
## 634 Typ 1 TA <NA> NA <NA>
## 635 Typ 2 Gd Detchd 1940 Unf
## 636 Typ 0 <NA> Detchd 1930 Unf
## 637 Typ 0 <NA> <NA> NA <NA>
## 638 Typ 1 Po Detchd 1959 Unf
## 639 Typ 0 <NA> Detchd 1949 Unf
## 640 Maj2 0 <NA> <NA> NA <NA>
## 641 Typ 0 <NA> Detchd 1950 Unf
## 642 Typ 0 <NA> Detchd 1935 Unf
## 643 Typ 0 <NA> Detchd 1961 Unf
## 644 Typ 0 <NA> 2Types 1930 Unf
## 645 Typ 0 <NA> <NA> NA <NA>
## 646 Maj1 0 <NA> Detchd 1920 Unf
## 647 Typ 1 Gd Detchd 1950 Unf
## 648 Typ 0 <NA> Detchd 1959 Unf
## 649 Typ 0 <NA> Detchd 1959 Unf
## 650 Typ 1 Po Detchd 1992 Unf
## 651 Typ 0 <NA> Attchd 1945 Unf
## 652 Typ 1 Gd Detchd 1950 Unf
## 653 Typ 0 <NA> Detchd 1941 Unf
## 654 Typ 0 <NA> Detchd 1926 Unf
## 655 Typ 1 Gd Detchd 1940 Unf
## 656 Typ 1 Fa Detchd 1924 Unf
## 657 Typ 0 <NA> Detchd 2004 Unf
## 658 Typ 1 Gd Detchd 1939 Unf
## 659 Typ 0 <NA> Detchd 1926 Unf
## 660 Typ 1 Gd BuiltIn 1920 RFn
## 661 Typ 0 <NA> Detchd 1946 Unf
## 662 Typ 0 <NA> Detchd 1990 Unf
## 663 Min2 0 <NA> Attchd 1925 Unf
## 664 Min2 1 Gd Detchd 1939 Unf
## 665 Typ 0 <NA> Detchd 1960 Unf
## 666 Typ 0 <NA> Detchd 1970 Unf
## 667 Typ 0 <NA> Detchd NA <NA>
## 668 Typ 0 <NA> Detchd 1910 Unf
## 669 Typ 0 <NA> Detchd 1930 Unf
## 670 Typ 0 <NA> Detchd 1952 Unf
## 671 Min1 1 Gd Detchd 1938 Unf
## 672 Typ 0 <NA> Detchd 1950 Unf
## 673 Typ 0 <NA> Detchd 1993 Unf
## 674 Typ 1 Gd Detchd 1985 Unf
## 675 Typ 0 <NA> Detchd 1997 Unf
## 676 Typ 0 <NA> <NA> NA <NA>
## 677 Typ 0 <NA> Detchd 1947 Unf
## 678 Typ 0 <NA> Detchd 1996 Unf
## 679 Typ 1 Fa Attchd 1978 Unf
## 680 Typ 0 <NA> Attchd 1967 RFn
## 681 Typ 1 Po Basment 1978 Fin
## 682 Typ 0 <NA> Attchd 1967 RFn
## 683 Typ 0 <NA> Attchd 1984 Unf
## 684 Typ 0 <NA> CarPort 1920 Unf
## 685 Typ 0 <NA> Attchd 1963 Fin
## 686 Typ 1 TA Attchd 1956 Unf
## 687 Mod 2 TA Basment 1960 Unf
## 688 Min1 0 <NA> 2Types 1973 Unf
## 689 Typ 0 <NA> 2Types 1979 Unf
## 690 Typ 2 Gd Attchd 1979 Fin
## 691 Typ 1 Gd Attchd 1948 Unf
## 692 Typ 2 Gd <NA> NA <NA>
## 693 Typ 1 TA Attchd 1956 Unf
## 694 Typ 0 <NA> <NA> NA <NA>
## 695 Typ 0 <NA> Detchd 1962 Unf
## 696 Typ 1 TA BuiltIn 1995 Fin
## 697 Typ 1 TA Attchd 1994 RFn
## 698 Typ 1 TA Attchd 1993 RFn
## 699 Typ 1 TA Attchd 1996 Fin
## 700 Typ 1 Gd BuiltIn 2007 Fin
## 701 Typ 1 Gd Attchd 2007 RFn
## 702 Typ 2 Gd Attchd 2008 RFn
## 703 Typ 2 Gd Attchd 2008 Fin
## 704 Typ 1 Fa Attchd 1995 Fin
## 705 Typ 1 Gd Attchd 1966 Unf
## 706 Typ 0 <NA> Detchd 1997 Unf
## 707 Typ 1 TA Attchd 1997 RFn
## 708 Typ 0 <NA> Attchd 1997 RFn
## 709 Typ 0 <NA> Attchd 2000 RFn
## 710 Typ 0 <NA> Attchd 2000 RFn
## 711 Typ 0 <NA> Attchd 1978 Unf
## 712 Typ 1 Fa Detchd 1985 Unf
## 713 Min2 0 <NA> Attchd 1975 Fin
## 714 Typ 1 TA Attchd 2001 RFn
## 715 Typ 1 TA BuiltIn 2001 Fin
## 716 Typ 1 Gd Attchd 2002 RFn
## 717 Typ 1 Gd BuiltIn 2003 RFn
## 718 Typ 1 TA Attchd 1999 Unf
## 719 Typ 0 <NA> Attchd 2004 RFn
## 720 Typ 0 <NA> Attchd 1998 Unf
## 721 Typ 0 <NA> Attchd 2004 Unf
## 722 Typ 0 <NA> Attchd 2007 RFn
## 723 Typ 0 <NA> Attchd 2007 RFn
## 724 Typ 0 <NA> Attchd 1966 Unf
## 725 Typ 0 <NA> BuiltIn 1976 RFn
## 726 Typ 1 Po Detchd 1991 Unf
## 727 Typ 1 Fa Attchd 1977 RFn
## 728 Typ 1 TA Attchd 1976 Fin
## 729 Typ 2 Gd Attchd 1959 Unf
## 730 Typ 0 <NA> <NA> NA <NA>
## 731 Typ 0 <NA> <NA> NA <NA>
## 732 Typ 0 <NA> <NA> NA <NA>
## 733 Typ 0 <NA> <NA> NA <NA>
## 734 Min1 0 <NA> <NA> NA <NA>
## 735 Typ 0 <NA> Attchd 1953 RFn
## 736 Typ 0 <NA> Basment 1954 Unf
## 737 Typ 0 <NA> Detchd 1923 Unf
## 738 Typ 1 Gd Attchd 1921 Unf
## 739 Typ 2 Gd Detchd 1930 Unf
## 740 Typ 1 Gd Detchd 2001 Unf
## 741 Typ 0 <NA> Detchd 1994 Unf
## 742 Typ 1 Gd Detchd 1925 Unf
## 743 Typ 1 Gd Attchd 1980 Unf
## 744 Min2 1 Gd Detchd 1937 Unf
## 745 Typ 0 <NA> Detchd 1938 Unf
## 746 Typ 1 TA Attchd 1951 Fin
## 747 Typ 2 Gd Detchd 1935 Fin
## 748 Typ 2 TA Attchd 1994 Fin
## 749 Typ 2 TA Attchd 1956 Unf
## 750 Typ 1 TA Detchd 1980 Unf
## 751 Typ 0 <NA> Detchd 1926 Unf
## 752 Typ 0 <NA> Detchd 1940 Unf
## 753 Typ 0 <NA> <NA> NA <NA>
## 754 Mod 1 Po Attchd 1967 Unf
## 755 Typ 0 <NA> Detchd 1934 RFn
## 756 Typ 0 <NA> Attchd 1958 Fin
## 757 <NA> 0 <NA> Attchd 1952 Unf
## 758 Typ 0 <NA> Detchd 1895 Unf
## 759 Typ 0 <NA> Detchd 1910 Unf
## 760 Min2 0 <NA> Detchd 1920 Unf
## 761 Typ 1 Gd Attchd 2007 Fin
## 762 Typ 1 Gd Attchd 2004 Fin
## 763 Typ 0 <NA> Attchd 1996 Fin
## 764 Typ 1 TA Attchd 1996 Unf
## 765 Typ 0 <NA> Attchd 1976 Unf
## 766 Typ 1 TA Attchd 1991 Unf
## 767 Typ 1 TA Attchd 1986 Fin
## 768 Typ 0 <NA> Attchd 2007 Fin
## 769 Typ 1 Gd Attchd 2007 Fin
## 770 Typ 0 <NA> BuiltIn 2007 Fin
## 771 Typ 0 <NA> Attchd 2008 Fin
## 772 Typ 1 TA Attchd 1989 Unf
## 773 Typ 1 Fa Attchd 1986 Unf
## 774 Typ 1 TA Attchd 2003 Fin
## 775 Typ 0 <NA> Attchd 1999 RFn
## 776 Typ 1 Gd Attchd 2007 Fin
## 777 Typ 1 Gd Attchd 2005 Fin
## 778 Typ 0 <NA> Attchd 1997 Fin
## 779 Typ 0 <NA> <NA> NA <NA>
## 780 Typ 0 <NA> Attchd 1997 RFn
## 781 Typ 0 <NA> 2Types 1964 Fin
## 782 Typ 0 <NA> Attchd 1975 Unf
## 783 Typ 1 TA Attchd 1976 Unf
## 784 Typ 0 <NA> BuiltIn 1973 RFn
## 785 Typ 1 Po BuiltIn 1973 RFn
## 786 Typ 0 <NA> Attchd 1968 Unf
## 787 Typ 0 <NA> <NA> NA <NA>
## 788 Typ 0 <NA> Attchd 1983 Unf
## 789 Typ 0 <NA> Attchd 1982 Unf
## 790 Typ 0 <NA> Attchd 1984 Unf
## 791 Maj1 0 <NA> Detchd 1900 Unf
## 792 Typ 1 Gd Attchd 1971 Unf
## 793 Typ 1 TA BuiltIn 1997 Fin
## 794 Typ 1 TA BuiltIn 1994 Fin
## 795 Typ 1 TA Attchd 2000 Fin
## 796 Typ 0 <NA> Attchd 1996 Fin
## 797 Typ 1 TA Attchd 1999 Fin
## 798 Typ 0 <NA> Attchd 1992 RFn
## 799 Typ 1 TA Attchd 1993 RFn
## 800 Typ 1 TA Attchd 1964 Unf
## 801 Typ 0 <NA> Attchd 1988 RFn
## 802 Typ 1 TA Attchd 1990 RFn
## 803 Typ 1 Gd BuiltIn 2005 Fin
## 804 Typ 2 Gd Attchd 2005 Fin
## 805 Mod 0 <NA> 2Types 1969 Unf
## 806 Typ 1 Gd Attchd 2006 Fin
## 807 Typ 1 Gd Attchd 2006 RFn
## 808 Typ 1 Gd Attchd 2007 Fin
## 809 Typ 0 <NA> Attchd 1984 Unf
## 810 Typ 1 TA Attchd 1981 RFn
## 811 Typ 1 TA Attchd 1978 Fin
## 812 Typ 1 TA Attchd 1979 Fin
## 813 Typ 0 <NA> Attchd 1984 Fin
## 814 Typ 1 TA Attchd 1979 RFn
## 815 Typ 1 TA Attchd 1971 Unf
## 816 Typ 1 Fa Attchd 1976 Fin
## 817 Typ 1 TA Attchd 1974 Unf
## 818 Min2 0 <NA> Detchd 1988 Unf
## 819 Typ 0 <NA> Attchd 1970 RFn
## 820 Typ 0 <NA> Basment 1961 Unf
## 821 Typ 1 TA Attchd 2001 Fin
## 822 Typ 1 TA Attchd 1997 Fin
## 823 Typ 0 <NA> Detchd 1973 Unf
## 824 Typ 0 <NA> Detchd 1973 Unf
## 825 Typ 0 <NA> Attchd 1978 Unf
## 826 Typ 0 <NA> Detchd 1974 Unf
## 827 Typ 1 Gd Attchd 2007 Fin
## 828 Typ 1 Gd Attchd 2006 RFn
## 829 Typ 1 Ex Attchd 2007 Fin
## 830 Typ 1 Gd Attchd 2007 RFn
## 831 Typ 1 Gd BuiltIn 2006 Fin
## 832 Typ 2 Gd Attchd 2005 Fin
## 833 Typ 2 Ex Attchd 2007 Fin
## 834 Typ 1 Ex BuiltIn 2005 Fin
## 835 Typ 1 Gd Attchd 2007 Fin
## 836 Typ 1 Gd Detchd 2007 Unf
## 837 Typ 2 Gd BuiltIn 2007 Fin
## 838 Typ 1 Gd Attchd 2006 Fin
## 839 Typ 1 Ex BuiltIn 2004 RFn
## 840 Typ 1 Gd Attchd 2003 Fin
## 841 Typ 1 Gd Attchd 2007 Fin
## 842 Typ 0 <NA> Attchd 2005 RFn
## 843 Typ 0 <NA> Attchd 2005 RFn
## 844 Typ 0 <NA> BuiltIn 2006 RFn
## 845 Typ 1 Gd Attchd 2005 RFn
## 846 Typ 1 Gd Attchd 2005 RFn
## 847 Typ 1 Gd Attchd 2005 RFn
## 848 Typ 1 Gd Attchd 2006 RFn
## 849 Typ 1 Gd Attchd 2005 RFn
## 850 Typ 1 Gd Attchd 2006 Fin
## 851 Typ 1 Gd Attchd 2003 RFn
## 852 Typ 0 <NA> Attchd 2007 Unf
## 853 Typ 1 Gd Attchd 2005 Fin
## 854 Typ 0 <NA> BuiltIn 2007 Fin
## 855 Typ 1 Gd Attchd 2006 RFn
## 856 Typ 1 Gd BuiltIn 2007 Unf
## 857 Typ 0 <NA> Attchd 2005 Fin
## 858 Typ 0 <NA> Attchd 2007 Fin
## 859 Typ 0 <NA> Attchd 2007 Fin
## 860 Typ 0 <NA> Attchd 2007 RFn
## 861 Typ 1 TA Attchd 2003 Fin
## 862 Typ 1 Gd Attchd 2007 Fin
## 863 Typ 0 <NA> Attchd 2004 Fin
## 864 Typ 1 Gd BuiltIn 2004 Fin
## 865 Typ 1 Gd Attchd 2006 RFn
## 866 Typ 1 TA BuiltIn 2003 Fin
## 867 Typ 1 Gd BuiltIn 2003 Fin
## 868 Typ 1 Gd BuiltIn 2002 Fin
## 869 Typ 1 TA Attchd 2000 RFn
## 870 Typ 1 TA Attchd 1999 RFn
## 871 Typ 2 TA Attchd 1998 Fin
## 872 Typ 1 TA Attchd 1998 Fin
## 873 Typ 1 TA Attchd 1998 Fin
## 874 Typ 1 TA BuiltIn 1998 Fin
## 875 Typ 1 TA Attchd 1992 RFn
## 876 Typ 1 TA Attchd 1996 RFn
## 877 Typ 0 <NA> Attchd 2007 Unf
## 878 Typ 1 Gd Attchd 2007 Unf
## 879 Typ 1 Gd Attchd 2006 Fin
## 880 Typ 1 Gd Attchd 2007 Fin
## 881 Typ 1 TA Attchd 2007 Unf
## 882 Typ 0 <NA> Attchd 2005 RFn
## 883 Typ 1 Gd Attchd 2005 RFn
## 884 Typ 0 <NA> Attchd 2006 RFn
## 885 Typ 0 <NA> BuiltIn 2006 RFn
## 886 Typ 0 <NA> Attchd 2007 RFn
## 887 Typ 0 <NA> Attchd 2007 RFn
## 888 Typ 0 <NA> Attchd 2007 Fin
## 889 Typ 0 <NA> Attchd 2007 Unf
## 890 Typ 1 Gd Attchd 2007 Fin
## 891 Typ 1 Gd Attchd 2007 Fin
## 892 Typ 1 Gd Attchd 2006 Fin
## 893 Min2 1 Gd BuiltIn 2004 RFn
## 894 Typ 0 <NA> <NA> NA <NA>
## 895 Typ 0 <NA> <NA> NA <NA>
## 896 Typ 0 <NA> Detchd 2004 Unf
## 897 Typ 0 <NA> Attchd 2006 RFn
## 898 Typ 0 <NA> Attchd 1993 RFn
## 899 Typ 2 TA Attchd 1980 RFn
## 900 Typ 0 <NA> Detchd 1979 Unf
## 901 Typ 0 <NA> Detchd 1991 Fin
## 902 Typ 1 TA Attchd 1990 RFn
## 903 Typ 0 <NA> Attchd 1974 RFn
## 904 Typ 1 TA Attchd 1973 RFn
## 905 Typ 1 Gd Attchd 2004 Fin
## 906 Typ 0 <NA> Attchd 2006 Fin
## 907 Typ 0 <NA> Attchd 2006 Fin
## 908 Typ 1 Gd Attchd 2006 RFn
## 909 Typ 0 <NA> Attchd 2007 Fin
## 910 Typ 1 TA Detchd 1999 Unf
## 911 Typ 0 <NA> Detchd 2000 Unf
## 912 Typ 0 <NA> Detchd 1999 Unf
## 913 Typ 2 Gd Detchd 2003 Unf
## 914 Typ 2 TA Attchd 1998 RFn
## 915 Typ 1 Gd Attchd 1994 Fin
## 916 Typ 1 TA Attchd 1980 RFn
## 917 Typ 2 Gd Attchd 1981 RFn
## 918 Typ 0 <NA> Attchd 1968 RFn
## 919 Typ 1 Po Attchd 1970 RFn
## 920 Typ 0 <NA> Attchd 1969 Unf
## 921 Typ 0 <NA> Attchd 1968 Fin
## 922 Typ 1 TA Attchd 1972 RFn
## 923 Typ 1 TA Attchd 1993 RFn
## 924 Typ 1 Gd Attchd 1993 Unf
## 925 Typ 1 Fa Attchd 1966 RFn
## 926 Typ 0 <NA> Attchd 1963 Fin
## 927 Typ 0 <NA> Attchd 1967 RFn
## 928 Typ 0 <NA> CarPort 1964 Unf
## 929 Min1 1 Gd Detchd 1966 Unf
## 930 Typ 1 TA Attchd 1961 RFn
## 931 Typ 1 Fa Detchd 1985 Fin
## 932 Typ 0 <NA> Detchd 1965 Unf
## 933 Typ 1 TA Attchd 1966 RFn
## 934 Typ 0 <NA> Attchd 1965 RFn
## 935 Typ 1 Gd Attchd 1964 RFn
## 936 Typ 1 TA Attchd 1964 RFn
## 937 Typ 1 Gd Attchd 1959 RFn
## 938 Typ 0 <NA> Attchd 1975 Unf
## 939 Typ 0 <NA> <NA> NA <NA>
## 940 Typ 0 <NA> <NA> NA <NA>
## 941 Typ 0 <NA> Detchd 1963 Unf
## 942 Typ 0 <NA> Attchd 1955 Fin
## 943 Typ 0 <NA> Detchd 1968 Unf
## 944 Typ 1 TA Basment 1966 Fin
## 945 Typ 1 Gd Attchd 1961 RFn
## 946 Typ 0 <NA> Attchd 1957 RFn
## 947 Typ 0 <NA> Detchd 1964 Unf
## 948 Typ 0 <NA> 2Types 1994 RFn
## 949 Typ 1 Gd Attchd 1960 RFn
## 950 Typ 3 TA Attchd 1957 Unf
## 951 Typ 0 <NA> Attchd 1957 Unf
## 952 Typ 1 TA Attchd 1955 RFn
## 953 Typ 0 <NA> Attchd 1955 RFn
## 954 Typ 0 <NA> Detchd 1962 Unf
## 955 Typ 0 <NA> Detchd 1958 Unf
## 956 Typ 0 <NA> Detchd 1952 Unf
## 957 Typ 0 <NA> Attchd 1953 Fin
## 958 Typ 0 <NA> Detchd 1956 Unf
## 959 Typ 0 <NA> Detchd 2002 Unf
## 960 Typ 2 TA Attchd 1955 Unf
## 961 Min1 1 Fa Attchd 1953 Fin
## 962 Typ 0 <NA> Detchd 1952 Unf
## 963 Typ 0 <NA> <NA> NA <NA>
## 964 Typ 1 Gd Attchd 1953 Unf
## 965 Min1 0 <NA> BuiltIn 2007 Unf
## 966 Mod 0 <NA> Detchd 1978 Unf
## 967 Typ 0 <NA> <NA> NA <NA>
## 968 Typ 2 TA BuiltIn 1963 Unf
## 969 Typ 0 <NA> Attchd 1961 Unf
## 970 Typ 0 <NA> Attchd 1968 Unf
## 971 Min2 1 TA Attchd 1950 Unf
## 972 Typ 0 <NA> Attchd 1959 RFn
## 973 Typ 1 TA Attchd 1958 RFn
## 974 Typ 0 <NA> Attchd 1960 RFn
## 975 Typ 2 TA Attchd 1965 Unf
## 976 Typ 0 <NA> Attchd 1961 Fin
## 977 Typ 0 <NA> Detchd 1962 Unf
## 978 Typ 1 Po Attchd 1962 RFn
## 979 Typ 0 <NA> Detchd 1981 RFn
## 980 Typ 0 <NA> Detchd 1980 Unf
## 981 Typ 1 Gd Detchd 1922 Unf
## 982 Typ 1 Gd Detchd 1920 Unf
## 983 Typ 2 Gd Detchd 1940 Unf
## 984 Typ 1 Gd Detchd 2000 Unf
## 985 Typ 0 <NA> Detchd 1930 Unf
## 986 Typ 0 <NA> Detchd 1935 Unf
## 987 Typ 0 <NA> Detchd 1992 Unf
## 988 Typ 1 Gd Detchd 1927 Unf
## 989 Typ 0 <NA> Detchd 1920 Unf
## 990 Typ 0 <NA> Detchd 1979 Unf
## 991 Typ 1 Gd Detchd 2004 Unf
## 992 Typ 1 Gd Attchd 1950 Unf
## 993 Typ 0 <NA> Attchd 1956 Unf
## 994 Mod 1 TA Attchd 1957 RFn
## 995 Mod 1 Gd Detchd 1969 Unf
## 996 Typ 0 <NA> Detchd 1950 Unf
## 997 Typ 0 <NA> Detchd 1939 Unf
## 998 Typ 2 TA Attchd 1939 Unf
## 999 Typ 0 <NA> Detchd 1939 Unf
## 1000 Typ 1 Gd Detchd 1968 Unf
## 1001 Typ 0 <NA> Detchd 1939 Unf
## 1002 Typ 1 Gd Detchd 1930 Unf
## 1003 Typ 0 <NA> Detchd 1926 Unf
## 1004 Typ 0 <NA> Detchd 1950 Unf
## 1005 Typ 0 <NA> Detchd 1977 Unf
## 1006 Typ 0 <NA> Detchd 1965 Unf
## 1007 Typ 1 Gd Attchd 1979 Unf
## 1008 Typ 0 <NA> Detchd 1920 Unf
## 1009 Typ 0 <NA> Detchd 1920 Unf
## 1010 Typ 1 Gd Attchd 1963 Unf
## 1011 Typ 2 TA Detchd 1950 Fin
## 1012 Typ 1 Gd Detchd 2006 Unf
## 1013 Typ 0 <NA> Detchd 1958 RFn
## 1014 <NA> 0 <NA> Detchd 1910 Unf
## 1015 Typ 2 Gd Attchd 1937 Fin
## 1016 Typ 0 <NA> Detchd 1942 Unf
## 1017 Typ 0 <NA> Detchd 1963 Unf
## 1018 Min2 1 TA Detchd 1964 Unf
## 1019 Typ 0 <NA> Detchd 1964 Unf
## 1020 Typ 1 Po Detchd 1970 Unf
## 1021 Typ 0 <NA> Attchd 1966 RFn
## 1022 Typ 0 <NA> Detchd 1989 Unf
## 1023 Typ 0 <NA> Attchd 1968 RFn
## 1024 Typ 0 <NA> Detchd 1972 Unf
## 1025 Typ 0 <NA> Detchd 1966 Unf
## 1026 Typ 1 Gd Attchd 1956 Unf
## 1027 Mod 1 Gd Attchd 1946 Unf
## 1028 Typ 2 Gd Attchd 1940 Unf
## 1029 Typ 1 TA Attchd 1954 Unf
## 1030 Typ 2 Gd Attchd 1958 Unf
## 1031 Min2 0 <NA> 2Types 1952 Unf
## 1032 Typ 1 TA Attchd 1984 Fin
## 1033 Typ 1 TA Detchd 1996 Unf
## 1034 Mod 1 TA Detchd 1953 Unf
## 1035 Mod 0 <NA> Attchd 1946 Unf
## 1036 Min2 2 Gd Attchd 1954 Fin
## 1037 Typ 0 <NA> Attchd 1954 Unf
## 1038 Typ 0 <NA> Attchd 1958 Unf
## 1039 Min2 0 <NA> Detchd 1958 Unf
## 1040 Typ 0 <NA> Attchd 1984 RFn
## 1041 Typ 0 <NA> Detchd 1951 Unf
## 1042 Typ 1 Gd Attchd 1951 Unf
## 1043 Typ 0 <NA> Detchd 1920 Unf
## 1044 Min2 1 Po Attchd 1984 Unf
## 1045 Typ 1 TA Attchd 1994 RFn
## 1046 Typ 1 Gd Attchd 2007 Fin
## 1047 Typ 0 <NA> Attchd 2006 Fin
## 1048 Typ 1 Gd Attchd 2007 RFn
## 1049 Typ 0 <NA> Attchd 2005 RFn
## 1050 Typ 1 Gd Attchd 2005 RFn
## 1051 Typ 0 <NA> Attchd 2005 RFn
## 1052 Typ 0 <NA> Attchd 2005 RFn
## 1053 Typ 1 TA Attchd 1988 RFn
## 1054 Typ 2 Fa Attchd 1976 Fin
## 1055 Typ 0 <NA> Detchd 1995 Unf
## 1056 Typ 0 <NA> Attchd 1997 RFn
## 1057 Typ 0 <NA> Detchd 1995 Unf
## 1058 Typ 0 <NA> Attchd 1996 Unf
## 1059 Typ 1 TA Attchd 1999 RFn
## 1060 Typ 1 Fa Attchd 1998 RFn
## 1061 Typ 0 <NA> Attchd 2001 RFn
## 1062 Typ 1 TA Attchd 2000 Fin
## 1063 Typ 0 <NA> Attchd 1974 Unf
## 1064 Typ 1 Fa Detchd 1979 Unf
## 1065 Typ 1 Fa Detchd 1977 Unf
## 1066 Typ 0 <NA> Detchd 1977 Unf
## 1067 Typ 0 <NA> Attchd 1977 RFn
## 1068 Typ 0 <NA> Attchd 1975 Unf
## 1069 Typ 0 <NA> Detchd 1977 Fin
## 1070 Typ 0 <NA> Detchd 1975 Unf
## 1071 Typ 1 TA Attchd 2000 RFn
## 1072 Typ 1 Gd Attchd 2003 RFn
## 1073 Typ 0 <NA> Attchd 2002 Fin
## 1074 Typ 1 TA Attchd 1994 Fin
## 1075 Typ 1 TA Attchd 2001 Fin
## 1076 Min2 2 TA Attchd 1996 RFn
## 1077 Typ 1 TA Attchd 1999 RFn
## 1078 Typ 0 <NA> Attchd 2007 RFn
## 1079 Typ 0 <NA> Attchd 2005 RFn
## 1080 Typ 1 Gd Attchd 2006 Fin
## 1081 Typ 1 Gd Attchd 2006 RFn
## 1082 Typ 0 <NA> Attchd 2005 Fin
## 1083 Typ 1 Fa Attchd 1967 Unf
## 1084 Typ 0 <NA> Detchd 2002 Unf
## 1085 Typ 1 Gd Detchd 1975 Unf
## 1086 Min2 0 <NA> Attchd 1960 Fin
## 1087 Typ 1 Fa Detchd 1976 Unf
## 1088 Typ 0 <NA> Attchd 1979 Fin
## 1089 Typ 0 <NA> BuiltIn 2005 Fin
## 1090 Typ 2 Gd Attchd 2008 Fin
## 1091 Typ 0 <NA> Basment 2005 Fin
## 1092 Typ 0 <NA> Detchd 1959 Unf
## 1093 Typ 0 <NA> <NA> NA <NA>
## 1094 Typ 0 <NA> <NA> NA <NA>
## 1095 Typ 1 Gd Detchd 1920 Unf
## 1096 Typ 1 Fa Detchd 1959 Unf
## 1097 Typ 0 <NA> Detchd 1996 Unf
## 1098 Min2 0 <NA> <NA> NA <NA>
## 1099 Typ 0 <NA> Detchd 1973 Unf
## 1100 Typ 1 Gd Detchd 1994 Unf
## 1101 Typ 1 Gd Detchd 1930 Unf
## 1102 Typ 1 Gd Detchd 1992 Unf
## 1103 Typ 1 Gd Detchd 1926 Unf
## 1104 Typ 1 TA Detchd 1927 Unf
## 1105 Min1 1 Gd Attchd 1951 Fin
## 1106 Typ 1 TA Detchd 1930 Unf
## 1107 Typ 0 <NA> Detchd 1966 Unf
## 1108 Typ 3 TA Attchd 1960 RFn
## 1109 Typ 2 Gd Attchd 1968 RFn
## 1110 Typ 1 TA Detchd 1980 Unf
## 1111 Typ 0 <NA> Attchd 1996 Unf
## 1112 Typ 0 <NA> Attchd 1988 Unf
## 1113 Typ 2 TA Attchd 1971 Fin
## 1114 Typ 1 Gd Attchd 1986 Fin
## 1115 Typ 0 <NA> Detchd 1965 Fin
## 1116 Typ 0 <NA> <NA> NA <NA>
## 1117 Typ 0 <NA> Detchd NA <NA>
## 1118 Typ 0 <NA> Detchd 1922 Unf
## 1119 Maj2 0 <NA> Detchd 1950 Unf
## 1120 Typ 0 <NA> <NA> NA <NA>
## 1121 Typ 0 <NA> Detchd 1985 Unf
## 1122 Typ 0 <NA> Detchd 1930 Unf
## 1123 Typ 1 Gd Attchd 2006 Fin
## 1124 Typ 1 Po BuiltIn 1979 RFn
## 1125 Typ 1 Gd Attchd 2002 Fin
## 1126 Typ 1 Gd Attchd 2002 RFn
## 1127 Typ 1 TA Attchd 1991 Unf
## 1128 Typ 0 <NA> Attchd 1975 Unf
## 1129 Typ 1 Po Attchd 1974 Unf
## 1130 Typ 2 TA Attchd 1987 Fin
## 1131 Typ 1 Gd Attchd 1958 RFn
## 1132 Typ 0 <NA> Attchd 2007 Fin
## 1133 Typ 1 Gd Attchd 2207 RFn
## 1134 Typ 0 <NA> Attchd 1985 Unf
## 1135 Typ 0 <NA> Attchd 2001 Unf
## 1136 Typ 1 Ex Attchd 2002 Fin
## 1137 Typ 1 TA Attchd 1996 Fin
## 1138 Typ 1 Gd BuiltIn 2003 Fin
## 1139 Typ 1 Gd Attchd 2006 Fin
## 1140 Min1 0 <NA> 2Types 1953 RFn
## 1141 Typ 0 <NA> Attchd 1996 Fin
## 1142 Typ 0 <NA> Attchd 1972 Unf
## 1143 Typ 0 <NA> BuiltIn 1970 Fin
## 1144 Typ 0 <NA> <NA> NA <NA>
## 1145 Typ 0 <NA> Attchd 1976 Unf
## 1146 Typ 1 Fa Attchd 1977 Fin
## 1147 Typ 1 TA Attchd 1977 Fin
## 1148 Mod 2 TA Attchd 1977 RFn
## 1149 Typ 1 Gd Attchd 1977 Fin
## 1150 Typ 0 <NA> <NA> NA <NA>
## 1151 Typ 0 <NA> Attchd 1961 Unf
## 1152 Typ 0 <NA> Attchd 1976 Unf
## 1153 Typ 0 <NA> Attchd 1983 Fin
## 1154 Typ 0 <NA> Attchd 1984 RFn
## 1155 Typ 0 <NA> Attchd 1954 RFn
## 1156 Typ 2 TA Attchd 1956 Unf
## 1157 Typ 1 TA Attchd 1957 Unf
## 1158 Min1 2 Gd Attchd 1957 Unf
## 1159 Typ 1 TA Attchd 1969 Fin
## 1160 Typ 1 TA Attchd 1997 Fin
## 1161 Typ 1 TA Attchd 1995 Fin
## 1162 Typ 1 TA BuiltIn 1996 Fin
## 1163 Typ 1 Gd Attchd 2005 Fin
## 1164 Typ 1 Gd Attchd 2006 Fin
## 1165 Typ 0 <NA> Attchd 1994 Fin
## 1166 Typ 1 TA Attchd 1993 Fin
## 1167 Typ 0 <NA> Attchd 1987 RFn
## 1168 Typ 1 Gd BuiltIn 2005 Fin
## 1169 Typ 1 Ex BuiltIn 2006 Fin
## 1170 Typ 1 Gd BuiltIn 2006 Fin
## 1171 Typ 1 Gd Attchd 2006 RFn
## 1172 Typ 1 Gd BuiltIn 2005 Fin
## 1173 Typ 1 Gd Attchd 2005 Fin
## 1174 Typ 2 Gd Attchd 2005 Unf
## 1175 Typ 1 TA Attchd 1980 RFn
## 1176 Typ 1 TA Attchd 1978 RFn
## 1177 Typ 1 Fa Attchd 1976 RFn
## 1178 Typ 1 Ex BuiltIn 2005 Fin
## 1179 Typ 1 TA Attchd 1975 RFn
## 1180 Typ 0 <NA> Attchd 1974 Unf
## 1181 Typ 0 <NA> Detchd 1995 Unf
## 1182 Typ 0 <NA> Attchd 2002 Fin
## 1183 Typ 0 <NA> Detchd 1973 Unf
## 1184 Min1 1 Fa Attchd 1973 Unf
## 1185 Typ 0 <NA> Detchd 1973 Unf
## 1186 Typ 0 <NA> Detchd 1972 Unf
## 1187 Typ 0 <NA> Detchd 1972 Unf
## 1188 Typ 1 Po Attchd 1975 RFn
## 1189 Typ 1 TA Attchd 1974 RFn
## 1190 Typ 0 <NA> Attchd 1976 Unf
## 1191 Typ 1 TA Attchd 1976 RFn
## 1192 Typ 1 Gd Attchd 2006 RFn
## 1193 Typ 1 Gd Attchd 2004 Fin
## 1194 Typ 0 <NA> Attchd 2006 RFn
## 1195 Typ 1 Gd Attchd 2005 Fin
## 1196 Typ 1 Gd BuiltIn 2005 Fin
## 1197 Typ 1 Gd Attchd 2005 RFn
## 1198 Typ 1 Gd Attchd 2005 Fin
## 1199 Typ 1 Gd BuiltIn 2006 Fin
## 1200 Typ 1 Gd BuiltIn 2005 Fin
## 1201 Typ 1 Gd Attchd 2005 RFn
## 1202 Typ 1 Gd Attchd 2004 Fin
## 1203 Typ 1 TA BuiltIn 2004 RFn
## 1204 Typ 1 Gd Attchd 2005 RFn
## GarageCars GarageArea GarageQual GarageCond PavedDrive WoodDeckSF
## 1 1 730 TA TA Y 140
## 2 1 312 TA TA Y 393
## 3 2 482 TA TA Y 212
## 4 2 470 TA TA Y 360
## 5 2 506 TA TA Y 0
## 6 2 440 TA TA Y 157
## 7 2 420 TA TA Y 483
## 8 2 393 TA TA Y 0
## 9 2 506 TA TA Y 192
## 10 2 525 TA TA Y 240
## 11 2 511 TA TA Y 203
## 12 1 264 TA TA Y 275
## 13 1 320 TA TA Y 0
## 14 2 440 TA TA Y 173
## 15 1 308 TA TA Y 0
## 16 3 751 TA TA Y 144
## 17 3 868 TA TA Y 0
## 18 3 730 TA TA Y 192
## 19 3 678 TA TA Y 0
## 20 3 958 TA TA Y 220
## 21 3 756 TA TA Y 238
## 22 2 484 TA TA Y 120
## 23 2 430 TA TA Y 36
## 24 2 437 TA TA Y 100
## 25 2 400 TA TA Y 100
## 26 2 433 TA TA Y 144
## 27 3 962 TA TA Y 23
## 28 3 880 TA TA Y 144
## 29 2 676 TA TA Y 0
## 30 2 528 TA TA Y 0
## 31 2 484 TA TA Y 144
## 32 1 429 TA TA Y 121
## 33 2 461 TA TA Y 296
## 34 3 762 TA TA Y 32
## 35 3 713 TA TA Y 198
## 36 2 506 TA TA Y 168
## 37 2 588 TA TA Y 0
## 38 2 480 TA TA Y 0
## 39 2 480 TA TA Y 0
## 40 2 480 TA TA Y 0
## 41 2 440 TA TA Y 0
## 42 2 496 TA TA Y 0
## 43 3 852 TA TA Y 160
## 44 2 592 TA TA Y 280
## 45 2 596 TA TA Y 277
## 46 2 535 TA TA Y 0
## 47 2 660 TA TA Y 224
## 48 2 678 TA TA Y 0
## 49 2 441 TA TA Y 0
## 50 2 490 TA TA Y 0
## 51 2 504 TA TA Y 0
## 52 2 517 TA TA Y 0
## 53 2 480 TA TA Y 0
## 54 0 0 <NA> <NA> Y 0
## 55 2 400 TA TA Y 0
## 56 2 470 TA TA Y 0
## 57 1 315 TA TA Y 238
## 58 2 576 TA TA Y 42
## 59 2 620 TA TA Y 252
## 60 1 308 TA TA Y 0
## 61 1 312 TA TA Y 0
## 62 2 440 TA TA Y 0
## 63 1 263 TA TA Y 0
## 64 1 318 TA TA Y 0
## 65 1 305 TA TA Y 0
## 66 1 264 TA TA Y 0
## 67 2 676 TA TA N 0
## 68 1 280 TA TA Y 414
## 69 2 484 TA TA Y 0
## 70 2 440 TA TA Y 657
## 71 1 240 TA TA Y 84
## 72 0 0 <NA> <NA> P 51
## 73 2 551 TA TA Y 0
## 74 1 240 Fa TA N 0
## 75 1 240 TA TA Y 0
## 76 1 315 TA TA Y 0
## 77 2 780 Fa Fa N 0
## 78 1 288 TA TA Y 54
## 79 2 624 TA TA N 0
## 80 0 0 <NA> <NA> N 0
## 81 2 624 TA TA Y 0
## 82 1 363 TA TA Y 0
## 83 1 315 TA TA Y 0
## 84 1 200 Fa TA P 135
## 85 1 240 TA TA Y 0
## 86 2 576 TA TA Y 0
## 87 1 240 TA TA Y 0
## 88 1 312 TA TA P 221
## 89 2 624 TA TA P 306
## 90 2 480 TA TA Y 0
## 91 1 288 TA TA Y 0
## 92 2 572 TA TA Y 160
## 93 0 0 <NA> <NA> N 344
## 94 1 180 TA TA Y 0
## 95 1 365 TA TA Y 0
## 96 1 180 Fa Fa N 0
## 97 0 0 <NA> <NA> N 0
## 98 1 231 TA TA Y 0
## 99 0 0 <NA> <NA> N 0
## 100 2 450 TA Fa P 56
## 101 0 0 <NA> <NA> Y 0
## 102 1 416 TA TA Y 0
## 103 1 280 TA TA Y 226
## 104 2 591 TA TA Y 0
## 105 2 480 TA TA Y 192
## 106 2 690 TA TA Y 496
## 107 2 440 TA TA N 80
## 108 2 522 TA TA Y 336
## 109 1 480 TA TA Y 0
## 110 1 467 TA TA Y 0
## 111 1 209 Fa TA Y 0
## 112 1 366 TA TA Y 240
## 113 2 572 TA TA Y 0
## 114 2 504 TA Fa N 0
## 115 2 528 Gd Gd Y 0
## 116 4 1017 TA TA Y 450
## 117 2 615 TA TA Y 0
## 118 2 484 TA TA N 0
## 119 2 580 Gd TA Y 71
## 120 2 513 TA TA Y 0
## 121 1 308 TA TA Y 316
## 122 2 484 TA TA Y 0
## 123 3 850 TA TA Y 188
## 124 2 621 TA TA Y 331
## 125 2 420 TA TA Y 140
## 126 1 240 TA TA N 0
## 127 1 319 TA TA Y 60
## 128 1 336 TA TA Y 257
## 129 2 480 TA Fa P 0
## 130 1 352 TA TA Y 0
## 131 0 0 <NA> <NA> Y 0
## 132 1 260 TA TA Y 0
## 133 2 399 TA TA Y 0
## 134 0 0 <NA> <NA> Y 0
## 135 0 0 <NA> <NA> N 0
## 136 1 312 TA TA Y 0
## 137 2 484 TA TA Y 0
## 138 2 473 TA TA Y 0
## 139 2 598 TA TA Y 141
## 140 2 531 TA TA Y 112
## 141 1 200 Fa Fa N 0
## 142 1 625 TA TA Y 0
## 143 1 330 TA TA N 0
## 144 2 525 TA TA Y 128
## 145 3 741 TA TA Y 0
## 146 2 473 TA TA Y 375
## 147 2 776 TA TA Y 0
## 148 3 660 TA TA Y 100
## 149 2 520 TA TA Y 0
## 150 2 400 TA TA Y 100
## 151 2 528 TA TA Y 0
## 152 2 624 TA TA Y 0
## 153 2 686 TA TA Y 328
## 154 1 253 TA TA Y 174
## 155 0 0 <NA> <NA> Y 200
## 156 0 0 <NA> <NA> Y 0
## 157 1 286 TA TA Y 0
## 158 1 352 TA TA Y 0
## 159 2 495 TA TA Y 431
## 160 2 616 TA Fa Y 200
## 161 2 576 TA TA Y 22
## 162 1 275 TA TA Y 287
## 163 2 482 TA TA Y 129
## 164 2 616 TA TA Y 162
## 165 1 502 TA TA Y 0
## 166 2 528 TA TA Y 80
## 167 2 470 TA TA Y 252
## 168 3 632 TA TA Y 120
## 169 2 390 TA TA Y 48
## 170 2 564 TA TA Y 182
## 171 2 495 TA TA Y 168
## 172 2 528 TA TA Y 52
## 173 2 396 TA TA Y 256
## 174 2 440 TA TA Y 0
## 175 2 409 TA TA Y 0
## 176 2 430 TA TA Y 0
## 177 2 567 TA TA P 0
## 178 2 529 TA TA Y 192
## 179 2 484 TA TA Y 252
## 180 2 441 TA TA Y 178
## 181 2 479 TA TA Y 0
## 182 2 581 TA TA Y 0
## 183 2 588 TA TA Y 0
## 184 2 565 TA TA Y 225
## 185 2 478 TA TA Y 0
## 186 2 528 TA TA Y 0
## 187 2 506 TA TA Y 40
## 188 2 477 TA TA Y 0
## 189 1 336 TA TA Y 0
## 190 2 576 TA TA Y 210
## 191 2 576 TA TA Y 200
## 192 1 264 TA TA Y 0
## 193 1 288 TA TA Y 0
## 194 2 440 TA TA Y 108
## 195 2 440 TA TA Y 0
## 196 2 440 TA TA Y 0
## 197 2 440 TA TA Y 108
## 198 2 440 TA TA Y 147
## 199 1 345 TA TA Y 150
## 200 2 656 TA TA Y 0
## 201 3 754 TA TA Y 135
## 202 3 864 TA TA Y 0
## 203 3 896 TA TA Y 192
## 204 3 762 TA TA Y 360
## 205 3 834 TA TA Y 319
## 206 3 932 TA TA Y 99
## 207 3 640 TA TA Y 192
## 208 3 927 TA TA Y 168
## 209 3 700 TA TA Y 184
## 210 3 850 TA TA Y 200
## 211 2 583 TA TA Y 165
## 212 3 886 TA TA Y 0
## 213 3 730 TA TA Y 114
## 214 3 871 TA TA Y 230
## 215 2 484 TA TA Y 192
## 216 2 624 TA TA Y 170
## 217 2 484 TA TA Y 192
## 218 3 949 TA TA Y 226
## 219 3 685 TA TA Y 208
## 220 2 649 TA TA Y 231
## 221 2 539 TA TA Y 192
## 222 3 701 TA TA Y 218
## 223 2 478 TA TA Y 148
## 224 2 390 TA TA Y 100
## 225 2 392 TA TA Y 36
## 226 2 397 TA TA Y 100
## 227 2 400 TA TA Y 100
## 228 2 436 TA TA Y 120
## 229 2 434 TA TA Y 300
## 230 2 400 TA TA Y 0
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## 232 3 644 TA TA Y 0
## 233 2 400 TA TA Y 0
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## 235 2 400 TA TA Y 0
## 236 3 658 TA TA Y 298
## 237 2 410 TA TA Y 0
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## 240 2 647 TA TA Y 296
## 241 2 623 TA TA Y 173
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## 243 3 726 TA TA Y 144
## 244 3 844 TA TA Y 0
## 245 2 492 TA TA Y 297
## 246 3 795 TA TA Y 70
## 247 2 529 TA TA Y 0
## 248 2 625 TA TA Y 205
## 249 3 984 TA TA Y 212
## 250 2 692 TA TA Y 0
## 251 3 782 TA TA Y 168
## 252 2 517 TA TA Y 0
## 253 3 711 TA TA Y 168
## 254 2 588 TA TA Y 192
## 255 2 628 TA TA Y 0
## 256 2 576 TA TA Y 0
## 257 2 484 TA TA Y 182
## 258 0 0 <NA> <NA> Y 0
## 259 2 478 TA TA Y 146
## 260 3 845 TA TA Y 210
## 261 2 576 TA TA Y 248
## 262 0 0 <NA> <NA> Y 0
## 263 2 576 TA TA Y 0
## 264 3 788 TA TA Y 0
## 265 2 559 TA TA Y 0
## 266 2 528 TA TA Y 0
## 267 2 542 TA TA Y 0
## 268 2 495 TA TA Y 140
## 269 2 465 TA TA Y 0
## 270 2 612 TA TA Y 0
## 271 2 400 TA TA Y 0
## 272 2 732 TA TA Y 0
## 273 1 440 TA TA Y 158
## 274 1 288 TA TA Y 171
## 275 1 300 TA TA Y 0
## 276 1 252 TA TA Y 0
## 277 3 864 TA TA Y 462
## 278 2 524 TA TA Y 502
## 279 3 704 TA TA Y 0
## 280 2 561 TA TA Y 0
## 281 2 641 TA TA Y 0
## 282 2 440 TA TA Y 0
## 283 2 506 TA TA Y 0
## 284 2 642 TA TA Y 501
## 285 2 540 TA TA Y 228
## 286 2 527 TA TA Y 0
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## 290 1 336 TA TA Y 0
## 291 2 520 TA TA Y 321
## 292 1 312 TA TA Y 0
## 293 2 440 TA TA Y 160
## 294 2 498 TA TA Y 0
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## 296 2 396 TA TA Y 0
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## 299 2 576 TA TA Y 0
## 300 2 610 TA TA Y 172
## 301 2 520 TA TA Y 0
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## 303 2 368 TA TA Y 85
## 304 1 330 TA TA Y 0
## 305 2 550 Gd TA Y 0
## 306 2 530 TA TA Y 0
## 307 2 542 TA TA Y 0
## 308 1 286 TA TA Y 257
## 309 2 441 TA TA Y 0
## 310 1 297 TA TA Y 156
## 311 1 304 TA TA Y 0
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## 313 1 294 TA TA Y 0
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## 315 1 297 TA TA Y 0
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## 318 1 230 TA TA Y 0
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## 320 2 410 TA TA Y 0
## 321 1 246 TA TA Y 126
## 322 1 366 Fa TA Y 0
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## 324 1 281 TA TA N 0
## 325 1 264 TA TA N 0
## 326 2 528 TA TA Y 0
## 327 2 624 TA TA Y 0
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## 1074 2 484 TA TA Y 120
## 1075 2 560 TA TA Y 184
## 1076 2 608 TA TA Y 225
## 1077 2 482 TA TA Y 240
## 1078 2 552 TA TA Y 0
## 1079 2 578 TA TA Y 100
## 1080 2 437 TA TA Y 0
## 1081 2 484 TA TA Y 100
## 1082 2 400 TA TA Y 0
## 1083 1 384 TA TA Y 405
## 1084 2 520 TA TA P 0
## 1085 2 576 TA TA N 0
## 1086 2 622 TA TA P 0
## 1087 2 528 TA Fa Y 228
## 1088 2 579 TA Gd Y 0
## 1089 2 489 TA TA Y 0
## 1090 3 1154 TA TA Y 546
## 1091 2 525 TA TA Y 0
## 1092 1 392 TA TA Y 144
## 1093 0 0 <NA> <NA> N 0
## 1094 0 0 <NA> <NA> N 118
## 1095 1 216 TA TA Y 0
## 1096 1 355 TA TA Y 0
## 1097 2 528 TA TA N 196
## 1098 0 0 <NA> <NA> Y 0
## 1099 1 352 TA TA Y 0
## 1100 1 240 TA TA P 216
## 1101 1 216 TA TA Y 0
## 1102 1 228 TA TA Y 184
## 1103 1 225 TA TA N 0
## 1104 2 264 TA TA Y 291
## 1105 2 400 TA TA Y 174
## 1106 1 231 Fa TA Y 0
## 1107 2 528 TA TA Y 0
## 1108 2 580 TA TA Y 0
## 1109 2 552 TA TA Y 0
## 1110 2 462 TA TA Y 180
## 1111 2 628 TA TA Y 152
## 1112 2 509 TA TA Y 135
## 1113 2 625 TA TA Y 0
## 1114 2 691 Gd Gd Y 216
## 1115 2 720 TA TA Y 0
## 1116 0 0 <NA> <NA> N 0
## 1117 NA NA <NA> <NA> Y 174
## 1118 1 100 Fa Fa N 0
## 1119 1 256 TA Fa N 48
## 1120 0 0 <NA> <NA> N 0
## 1121 2 720 TA TA Y 0
## 1122 1 216 TA Po N 154
## 1123 2 495 TA TA Y 123
## 1124 2 486 TA TA Y 84
## 1125 3 650 TA TA Y 168
## 1126 2 576 TA TA Y 0
## 1127 2 506 TA TA Y 114
## 1128 1 360 TA TA Y 192
## 1129 2 528 TA TA Y 193
## 1130 2 512 TA TA Y 240
## 1131 2 461 TA TA Y 274
## 1132 2 433 TA TA Y 100
## 1133 2 502 TA TA Y 132
## 1134 2 528 TA TA Y 232
## 1135 2 471 TA TA Y 256
## 1136 3 692 TA TA Y 201
## 1137 2 571 TA TA Y 0
## 1138 2 452 TA TA Y 143
## 1139 3 932 TA TA Y 160
## 1140 4 1041 TA TA N 483
## 1141 2 460 TA TA Y 0
## 1142 1 253 TA TA Y 0
## 1143 1 297 TA TA Y 112
## 1144 0 0 <NA> <NA> Y 0
## 1145 1 286 TA TA Y 0
## 1146 2 678 TA TA Y 201
## 1147 2 528 TA TA Y 1424
## 1148 2 672 TA TA P 690
## 1149 2 531 TA TA Y 0
## 1150 0 0 <NA> <NA> Y 129
## 1151 1 444 TA Fa Y 152
## 1152 2 502 TA TA Y 0
## 1153 1 264 TA TA Y 330
## 1154 1 288 TA TA Y 140
## 1155 2 452 TA TA Y 280
## 1156 1 313 TA TA Y 0
## 1157 3 963 TA TA Y 0
## 1158 2 550 TA TA Y 0
## 1159 2 506 TA TA Y 0
## 1160 2 400 TA TA Y 421
## 1161 2 423 TA TA Y 0
## 1162 2 443 TA TA Y 286
## 1163 2 527 TA TA Y 0
## 1164 3 773 TA TA Y 237
## 1165 2 618 TA TA Y 168
## 1166 2 402 TA TA Y 0
## 1167 2 461 TA TA Y 120
## 1168 3 670 TA TA Y 182
## 1169 3 758 TA TA Y 204
## 1170 3 675 TA TA Y 246
## 1171 3 736 TA TA Y 250
## 1172 3 660 TA TA Y 272
## 1173 2 517 TA TA Y 156
## 1174 3 722 TA TA Y 351
## 1175 2 582 TA TA Y 140
## 1176 2 482 TA TA Y 400
## 1177 2 596 TA TA Y 444
## 1178 2 541 TA TA Y 0
## 1179 2 485 TA TA Y 48
## 1180 2 462 TA TA Y 295
## 1181 2 576 TA TA Y 63
## 1182 2 543 TA TA Y 196
## 1183 2 440 TA TA Y 0
## 1184 2 440 TA TA Y 0
## 1185 1 264 TA TA Y 0
## 1186 1 264 TA TA Y 0
## 1187 1 264 TA TA Y 352
## 1188 2 440 TA TA Y 0
## 1189 1 300 TA TA Y 0
## 1190 1 319 TA TA Y 0
## 1191 2 460 TA TA Y 0
## 1192 3 831 TA TA Y 0
## 1193 3 880 TA TA Y 0
## 1194 3 874 TA TA Y 0
## 1195 3 1085 TA TA Y 354
## 1196 3 670 TA TA Y 148
## 1197 2 521 TA TA Y 194
## 1198 2 575 TA TA Y 243
## 1199 3 672 TA TA Y 176
## 1200 3 784 TA TA Y 120
## 1201 3 925 TA TA Y 204
## 1202 3 816 TA TA Y 144
## 1203 3 746 TA TA Y 168
## 1204 2 556 TA TA Y 196
## OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch PoolArea PoolQC Fence
## 1 0 0 0 120 0 <NA> MnPrv
## 2 36 0 0 0 0 <NA> <NA>
## 3 34 0 0 0 0 <NA> MnPrv
## 4 36 0 0 0 0 <NA> <NA>
## 5 82 0 0 144 0 <NA> <NA>
## 6 84 0 0 0 0 <NA> <NA>
## 7 21 0 0 0 0 <NA> GdPrv
## 8 75 0 0 0 0 <NA> <NA>
## 9 0 0 0 0 0 <NA> <NA>
## 10 0 0 0 0 0 <NA> MnPrv
## 11 68 0 0 0 0 <NA> <NA>
## 12 0 0 0 0 0 <NA> <NA>
## 13 0 0 0 0 0 <NA> <NA>
## 14 0 0 0 0 0 <NA> <NA>
## 15 30 0 0 0 0 <NA> <NA>
## 16 133 0 0 0 0 <NA> <NA>
## 17 35 0 0 0 0 <NA> <NA>
## 18 74 0 0 0 0 <NA> <NA>
## 19 119 0 0 0 0 <NA> <NA>
## 20 150 0 0 0 0 <NA> <NA>
## 21 130 0 0 0 0 <NA> <NA>
## 22 49 0 0 0 0 <NA> <NA>
## 23 23 0 0 0 0 <NA> <NA>
## 24 116 0 0 0 0 <NA> <NA>
## 25 0 0 0 0 0 <NA> <NA>
## 26 48 0 0 0 0 <NA> <NA>
## 27 172 0 0 256 0 <NA> <NA>
## 28 0 0 0 0 0 <NA> <NA>
## 29 136 0 0 0 0 <NA> <NA>
## 30 102 0 0 216 0 <NA> <NA>
## 31 68 0 0 0 0 <NA> <NA>
## 32 0 80 0 0 0 <NA> <NA>
## 33 0 186 0 0 0 <NA> GdPrv
## 34 130 0 0 0 0 <NA> <NA>
## 35 30 0 0 0 0 <NA> <NA>
## 36 50 0 0 0 0 <NA> <NA>
## 37 111 0 0 0 0 <NA> <NA>
## 38 172 0 0 0 0 <NA> <NA>
## 39 172 0 0 0 0 <NA> <NA>
## 40 166 0 0 0 0 <NA> <NA>
## 41 32 0 0 0 0 <NA> <NA>
## 42 50 0 0 0 0 <NA> <NA>
## 43 192 0 224 0 0 <NA> <NA>
## 44 184 0 0 0 0 <NA> <NA>
## 45 137 0 0 0 0 <NA> <NA>
## 46 76 0 0 0 0 <NA> <NA>
## 47 32 0 0 0 0 <NA> <NA>
## 48 69 0 0 0 0 <NA> <NA>
## 49 78 0 0 0 0 <NA> GdWo
## 50 224 0 0 0 0 <NA> <NA>
## 51 0 120 0 0 0 <NA> <NA>
## 52 40 0 0 204 0 <NA> GdPrv
## 53 172 0 0 0 0 <NA> <NA>
## 54 0 0 0 0 0 <NA> <NA>
## 55 0 0 0 0 0 <NA> GdWo
## 56 0 150 0 0 0 <NA> <NA>
## 57 0 0 0 0 0 <NA> <NA>
## 58 0 0 0 0 0 <NA> <NA>
## 59 73 0 0 0 0 <NA> MnPrv
## 60 0 0 0 0 0 <NA> GdPrv
## 61 21 0 0 0 0 <NA> <NA>
## 62 28 0 0 160 0 <NA> GdWo
## 63 0 0 0 0 0 <NA> <NA>
## 64 0 0 0 0 0 <NA> <NA>
## 65 0 205 0 0 0 <NA> GdWo
## 66 0 0 0 0 0 <NA> <NA>
## 67 0 0 0 0 0 <NA> <NA>
## 68 0 0 0 0 0 <NA> GdWo
## 69 0 0 0 0 0 <NA> <NA>
## 70 0 113 0 240 0 <NA> <NA>
## 71 0 0 0 0 0 <NA> <NA>
## 72 0 135 0 0 0 <NA> MnPrv
## 73 0 0 0 0 0 <NA> <NA>
## 74 0 0 0 0 0 <NA> <NA>
## 75 100 126 0 0 0 <NA> <NA>
## 76 0 334 0 0 0 <NA> <NA>
## 77 0 0 0 0 0 <NA> <NA>
## 78 228 246 0 0 0 <NA> <NA>
## 79 108 0 0 0 0 <NA> <NA>
## 80 18 18 0 0 0 <NA> <NA>
## 81 0 0 0 0 0 <NA> <NA>
## 82 0 0 0 0 0 <NA> MnPrv
## 83 0 60 0 0 0 <NA> <NA>
## 84 0 41 0 0 0 <NA> MnPrv
## 85 0 128 0 0 0 <NA> MnPrv
## 86 0 0 0 0 0 <NA> <NA>
## 87 0 35 0 148 0 <NA> <NA>
## 88 0 48 0 0 0 <NA> <NA>
## 89 0 32 0 0 0 <NA> <NA>
## 90 10 0 0 0 0 <NA> MnPrv
## 91 0 128 0 0 0 <NA> <NA>
## 92 0 364 0 0 0 <NA> GdPrv
## 93 0 0 0 168 0 <NA> <NA>
## 94 0 112 0 0 0 <NA> GdPrv
## 95 132 0 0 0 0 <NA> <NA>
## 96 0 248 0 0 0 <NA> <NA>
## 97 0 168 0 0 0 <NA> <NA>
## 98 0 45 0 0 0 <NA> MnPrv
## 99 0 239 0 0 0 <NA> <NA>
## 100 144 0 0 0 0 <NA> <NA>
## 101 58 0 0 0 0 <NA> <NA>
## 102 0 0 0 0 0 <NA> <NA>
## 103 0 0 0 0 0 <NA> <NA>
## 104 0 0 0 0 0 <NA> <NA>
## 105 38 0 0 0 0 <NA> MnPrv
## 106 0 0 0 0 0 <NA> <NA>
## 107 0 0 0 0 0 <NA> <NA>
## 108 104 0 0 0 0 <NA> <NA>
## 109 0 60 0 0 0 <NA> <NA>
## 110 52 52 0 0 0 <NA> MnPrv
## 111 0 0 0 0 0 <NA> MnPrv
## 112 0 0 0 0 0 <NA> <NA>
## 113 0 0 0 0 0 <NA> <NA>
## 114 144 0 0 0 0 <NA> <NA>
## 115 278 0 0 266 0 <NA> MnPrv
## 116 92 0 0 0 0 <NA> <NA>
## 117 54 0 0 0 0 <NA> <NA>
## 118 59 0 0 0 0 <NA> <NA>
## 119 0 0 0 0 0 <NA> GdPrv
## 120 39 0 0 0 0 <NA> <NA>
## 121 85 0 0 0 0 <NA> MnPrv
## 122 0 0 0 0 0 <NA> MnPrv
## 123 25 0 0 0 0 <NA> <NA>
## 124 38 0 0 0 0 <NA> <NA>
## 125 0 0 0 0 0 <NA> <NA>
## 126 0 0 0 0 0 <NA> <NA>
## 127 0 56 0 0 0 <NA> MnPrv
## 128 0 168 0 0 0 <NA> MnPrv
## 129 0 0 0 160 0 <NA> <NA>
## 130 0 0 0 0 0 <NA> <NA>
## 131 0 0 0 0 0 <NA> MnPrv
## 132 0 36 0 0 0 <NA> MnPrv
## 133 0 0 0 166 0 <NA> <NA>
## 134 0 0 0 0 0 <NA> <NA>
## 135 156 0 0 0 0 <NA> <NA>
## 136 0 86 0 0 0 <NA> <NA>
## 137 0 0 0 0 0 <NA> <NA>
## 138 0 0 0 0 0 <NA> <NA>
## 139 36 0 0 0 0 <NA> <NA>
## 140 81 0 0 0 0 <NA> <NA>
## 141 0 0 0 0 0 <NA> <NA>
## 142 56 0 0 200 0 <NA> MnPrv
## 143 0 265 0 0 0 <NA> <NA>
## 144 53 0 0 155 0 <NA> <NA>
## 145 70 0 0 0 0 <NA> <NA>
## 146 26 0 0 0 0 <NA> GdPrv
## 147 0 0 0 0 0 <NA> <NA>
## 148 48 0 0 0 0 <NA> <NA>
## 149 25 0 0 0 0 <NA> <NA>
## 150 0 0 0 0 0 <NA> <NA>
## 151 0 0 0 0 0 <NA> <NA>
## 152 0 0 0 0 0 <NA> <NA>
## 153 0 0 0 0 0 <NA> <NA>
## 154 0 56 0 108 0 <NA> <NA>
## 155 26 0 0 0 0 <NA> <NA>
## 156 0 0 0 0 0 <NA> <NA>
## 157 0 64 0 0 0 <NA> <NA>
## 158 0 0 0 0 0 <NA> <NA>
## 159 0 0 0 0 0 <NA> MnPrv
## 160 0 0 0 0 0 <NA> <NA>
## 161 0 0 0 0 0 <NA> GdWo
## 162 0 280 0 0 0 <NA> <NA>
## 163 64 222 0 0 0 <NA> GdWo
## 164 312 0 0 0 0 <NA> <NA>
## 165 0 0 0 0 0 <NA> <NA>
## 166 21 0 0 0 0 <NA> <NA>
## 167 30 0 0 0 0 <NA> <NA>
## 168 46 0 0 0 0 <NA> <NA>
## 169 72 0 0 0 0 <NA> <NA>
## 170 57 0 0 0 0 <NA> <NA>
## 171 43 0 0 0 0 <NA> <NA>
## 172 50 0 0 0 0 <NA> <NA>
## 173 0 0 0 0 0 <NA> <NA>
## 174 84 0 0 0 0 <NA> <NA>
## 175 46 0 0 0 0 <NA> <NA>
## 176 21 0 0 0 0 <NA> <NA>
## 177 176 0 0 200 0 <NA> <NA>
## 178 192 0 0 0 0 <NA> <NA>
## 179 55 0 0 0 0 <NA> <NA>
## 180 84 0 0 0 0 <NA> <NA>
## 181 0 0 0 0 0 <NA> <NA>
## 182 35 0 0 0 0 <NA> <NA>
## 183 134 0 0 0 0 <NA> <NA>
## 184 48 0 0 0 0 <NA> <NA>
## 185 0 0 0 490 0 <NA> <NA>
## 186 0 0 0 0 0 <NA> GdWo
## 187 0 0 0 0 0 <NA> <NA>
## 188 45 0 0 0 0 <NA> <NA>
## 189 0 0 0 0 0 <NA> <NA>
## 190 0 0 0 0 0 <NA> GdPrv
## 191 0 0 0 0 0 <NA> GdWo
## 192 0 0 0 0 0 <NA> <NA>
## 193 0 0 0 0 0 <NA> <NA>
## 194 0 0 0 0 0 <NA> <NA>
## 195 27 0 0 0 0 <NA> <NA>
## 196 28 0 0 0 0 <NA> <NA>
## 197 0 0 0 0 0 <NA> <NA>
## 198 0 0 0 0 0 <NA> <NA>
## 199 20 0 0 0 0 <NA> <NA>
## 200 162 0 0 0 0 <NA> <NA>
## 201 64 0 0 0 0 <NA> <NA>
## 202 197 0 0 0 0 <NA> <NA>
## 203 98 0 0 0 0 <NA> <NA>
## 204 50 0 0 0 0 <NA> <NA>
## 205 90 0 0 0 0 <NA> <NA>
## 206 82 0 0 0 0 <NA> <NA>
## 207 273 0 0 0 0 <NA> <NA>
## 208 45 0 0 0 0 <NA> <NA>
## 209 52 0 0 0 0 <NA> <NA>
## 210 26 0 0 0 0 <NA> <NA>
## 211 190 0 0 0 0 <NA> <NA>
## 212 116 0 0 0 0 <NA> MnPrv
## 213 40 0 0 0 0 <NA> <NA>
## 214 60 0 0 0 0 <NA> <NA>
## 215 36 0 0 0 0 <NA> <NA>
## 216 63 0 0 0 0 <NA> <NA>
## 217 26 0 0 0 0 <NA> <NA>
## 218 235 0 0 0 0 <NA> <NA>
## 219 55 0 0 0 0 <NA> <NA>
## 220 90 0 0 0 0 <NA> <NA>
## 221 42 0 0 0 0 <NA> <NA>
## 222 183 0 0 0 0 <NA> <NA>
## 223 36 0 0 0 0 <NA> <NA>
## 224 0 0 0 0 0 <NA> <NA>
## 225 20 0 0 0 0 <NA> <NA>
## 226 16 0 0 0 0 <NA> <NA>
## 227 0 0 0 0 0 <NA> <NA>
## 228 48 0 0 0 0 <NA> <NA>
## 229 48 0 0 0 0 <NA> MnPrv
## 230 75 0 0 0 0 <NA> <NA>
## 231 56 0 0 0 0 <NA> <NA>
## 232 48 0 0 0 0 <NA> <NA>
## 233 0 0 0 0 0 <NA> <NA>
## 234 72 0 0 0 0 <NA> <NA>
## 235 0 0 0 0 0 <NA> <NA>
## 236 0 0 0 0 0 <NA> <NA>
## 237 0 0 0 0 0 <NA> <NA>
## 238 30 0 0 0 0 <NA> <NA>
## 239 56 0 0 0 0 <NA> <NA>
## 240 102 209 0 0 0 <NA> <NA>
## 241 165 0 0 0 0 <NA> <NA>
## 242 56 0 0 0 0 <NA> <NA>
## 243 44 0 0 0 0 <NA> <NA>
## 244 69 0 0 0 0 <NA> <NA>
## 245 50 0 0 0 0 <NA> <NA>
## 246 226 0 0 0 0 <NA> GdPrv
## 247 121 0 0 0 0 <NA> <NA>
## 248 126 0 0 0 0 <NA> <NA>
## 249 136 0 0 0 0 <NA> <NA>
## 250 140 0 0 0 0 <NA> <NA>
## 251 45 0 0 0 0 <NA> <NA>
## 252 175 0 0 0 0 <NA> <NA>
## 253 120 0 0 0 0 <NA> <NA>
## 254 88 0 0 0 0 <NA> <NA>
## 255 45 0 0 0 0 <NA> <NA>
## 256 178 0 0 0 0 <NA> <NA>
## 257 0 0 0 0 0 <NA> <NA>
## 258 50 0 0 0 0 <NA> <NA>
## 259 91 0 0 0 0 <NA> <NA>
## 260 36 0 0 0 0 <NA> <NA>
## 261 102 0 0 0 0 <NA> <NA>
## 262 39 0 0 0 0 <NA> <NA>
## 263 42 0 0 0 0 <NA> <NA>
## 264 93 0 0 0 0 <NA> <NA>
## 265 74 0 0 0 0 <NA> <NA>
## 266 91 0 0 168 0 <NA> <NA>
## 267 60 0 0 0 0 <NA> <NA>
## 268 32 0 0 0 0 <NA> <NA>
## 269 48 0 0 0 0 <NA> <NA>
## 270 0 0 0 0 0 <NA> <NA>
## 271 28 0 0 0 0 <NA> MnPrv
## 272 312 0 0 0 0 <NA> <NA>
## 273 0 0 0 0 0 <NA> <NA>
## 274 0 0 0 0 0 <NA> MnPrv
## 275 0 0 0 0 0 <NA> GdWo
## 276 0 0 0 0 0 <NA> <NA>
## 277 0 0 255 0 0 <NA> MnPrv
## 278 60 0 0 0 0 <NA> GdPrv
## 279 177 0 0 0 0 <NA> <NA>
## 280 254 0 0 0 0 <NA> <NA>
## 281 169 0 0 0 0 <NA> <NA>
## 282 32 0 0 0 0 <NA> <NA>
## 283 34 0 0 0 0 <NA> <NA>
## 284 120 0 225 0 0 <NA> <NA>
## 285 20 218 0 0 0 <NA> <NA>
## 286 64 0 0 0 0 <NA> <NA>
## 287 40 0 0 0 0 <NA> <NA>
## 288 120 0 0 168 0 <NA> <NA>
## 289 11 0 0 0 0 <NA> <NA>
## 290 0 0 0 0 0 <NA> MnPrv
## 291 72 0 0 156 0 <NA> <NA>
## 292 0 0 0 0 0 <NA> GdPrv
## 293 40 0 0 0 0 <NA> <NA>
## 294 77 0 0 196 0 <NA> <NA>
## 295 20 0 0 0 0 <NA> <NA>
## 296 0 0 360 0 0 <NA> GdWo
## 297 0 0 0 0 0 <NA> <NA>
## 298 0 84 0 0 0 <NA> MnPrv
## 299 99 0 0 0 0 <NA> <NA>
## 300 28 0 0 121 0 <NA> MnPrv
## 301 32 0 0 92 0 <NA> <NA>
## 302 40 264 0 0 0 <NA> MnPrv
## 303 0 0 0 0 0 <NA> <NA>
## 304 70 0 0 0 0 <NA> MnPrv
## 305 67 260 0 0 0 <NA> MnPrv
## 306 49 0 0 288 0 <NA> GdPrv
## 307 110 0 0 342 0 <NA> GdWo
## 308 0 0 0 0 0 <NA> <NA>
## 309 0 203 0 0 0 <NA> <NA>
## 310 0 0 0 0 0 <NA> <NA>
## 311 35 120 0 0 0 <NA> GdWo
## 312 0 0 0 0 0 <NA> GdWo
## 313 189 140 0 0 0 <NA> <NA>
## 314 0 0 0 0 0 <NA> <NA>
## 315 0 0 0 0 0 <NA> <NA>
## 316 0 0 0 255 0 <NA> <NA>
## 317 0 0 0 0 0 <NA> <NA>
## 318 0 0 0 0 0 <NA> MnPrv
## 319 0 100 0 0 0 <NA> MnPrv
## 320 0 134 0 0 0 <NA> GdWo
## 321 0 0 0 0 0 <NA> GdWo
## 322 90 0 0 0 0 <NA> <NA>
## 323 0 128 0 0 0 <NA> <NA>
## 324 0 168 0 111 0 <NA> <NA>
## 325 0 0 0 112 0 <NA> GdWo
## 326 0 432 0 0 0 <NA> <NA>
## 327 0 112 0 0 0 <NA> <NA>
## 328 81 0 0 0 0 <NA> <NA>
## 329 0 0 0 0 0 <NA> <NA>
## 330 30 0 0 0 0 <NA> <NA>
## 331 0 0 0 0 0 <NA> <NA>
## 332 0 0 0 216 0 <NA> GdWo
## 333 0 156 0 0 0 <NA> MnPrv
## 334 0 42 0 0 0 <NA> <NA>
## 335 0 0 0 0 0 <NA> <NA>
## 336 28 64 0 0 0 <NA> <NA>
## 337 0 0 0 231 0 <NA> <NA>
## 338 0 0 0 0 0 <NA> GdWo
## 339 68 0 0 0 0 <NA> <NA>
## 340 0 0 0 0 0 <NA> GdWo
## 341 204 0 0 0 0 <NA> <NA>
## 342 36 0 0 0 0 <NA> <NA>
## 343 55 0 0 0 0 <NA> <NA>
## 344 40 0 0 0 0 <NA> <NA>
## 345 0 0 0 0 0 <NA> <NA>
## 346 0 40 0 0 0 <NA> <NA>
## 347 28 169 0 0 0 <NA> <NA>
## 348 0 0 0 0 0 <NA> MnPrv
## 349 0 176 0 0 0 <NA> <NA>
## 350 36 0 0 182 0 <NA> MnPrv
## 351 0 148 0 0 0 <NA> <NA>
## 352 0 244 0 0 0 <NA> <NA>
## 353 12 0 0 0 0 <NA> MnPrv
## 354 0 128 0 0 0 <NA> <NA>
## 355 0 25 0 0 0 <NA> <NA>
## 356 0 81 0 0 0 <NA> GdWo
## 357 0 160 0 0 0 <NA> <NA>
## 358 235 0 0 0 0 <NA> <NA>
## 359 103 0 0 0 0 <NA> <NA>
## 360 33 0 0 0 0 <NA> <NA>
## 361 0 176 0 0 0 <NA> <NA>
## 362 0 238 0 0 0 <NA> MnPrv
## 363 36 94 0 0 0 <NA> <NA>
## 364 61 0 0 0 0 <NA> GdWo
## 365 60 0 0 0 0 <NA> <NA>
## 366 0 98 0 0 0 <NA> <NA>
## 367 15 51 0 0 0 <NA> MnPrv
## 368 0 34 150 0 0 <NA> <NA>
## 369 0 105 0 0 0 <NA> <NA>
## 370 0 150 0 0 0 <NA> <NA>
## 371 28 0 0 0 0 <NA> <NA>
## 372 56 0 0 0 0 <NA> <NA>
## 373 0 213 0 0 0 <NA> MnPrv
## 374 24 112 0 0 0 <NA> <NA>
## 375 188 102 0 0 0 <NA> <NA>
## 376 0 148 0 0 0 <NA> <NA>
## 377 0 105 0 160 0 <NA> <NA>
## 378 0 288 0 0 0 <NA> <NA>
## 379 0 24 0 0 0 <NA> <NA>
## 380 0 0 0 0 0 <NA> <NA>
## 381 0 0 0 0 0 <NA> <NA>
## 382 0 0 0 0 0 <NA> <NA>
## 383 215 0 0 0 0 <NA> <NA>
## 384 0 0 0 0 0 <NA> <NA>
## 385 40 0 0 0 0 <NA> <NA>
## 386 0 0 0 140 0 <NA> MnPrv
## 387 28 0 0 0 0 <NA> <NA>
## 388 0 100 0 0 0 <NA> <NA>
## 389 0 90 0 110 0 <NA> <NA>
## 390 0 0 0 0 0 <NA> GdPrv
## 391 50 0 0 0 0 <NA> <NA>
## 392 0 0 0 0 0 <NA> MnPrv
## 393 105 0 0 0 0 <NA> <NA>
## 394 36 0 0 0 0 <NA> <NA>
## 395 0 0 0 0 0 <NA> <NA>
## 396 100 144 0 0 0 <NA> MnPrv
## 397 0 0 0 0 0 <NA> <NA>
## 398 0 0 0 0 0 <NA> <NA>
## 399 0 0 0 0 0 <NA> GdPrv
## 400 0 0 0 0 0 <NA> <NA>
## 401 0 0 0 0 0 <NA> <NA>
## 402 0 0 0 0 0 <NA> <NA>
## 403 0 0 0 0 0 <NA> <NA>
## 404 0 0 0 0 0 <NA> <NA>
## 405 24 0 0 0 0 <NA> <NA>
## 406 104 0 0 0 0 <NA> <NA>
## 407 142 0 0 0 0 <NA> <NA>
## 408 222 0 0 0 0 <NA> <NA>
## 409 0 0 0 0 0 <NA> <NA>
## 410 92 0 0 0 0 <NA> <NA>
## 411 98 0 0 0 0 <NA> <NA>
## 412 28 0 0 0 0 <NA> <NA>
## 413 193 0 0 0 0 <NA> <NA>
## 414 0 0 0 92 0 <NA> <NA>
## 415 81 0 0 0 0 <NA> GdPrv
## 416 96 0 0 0 0 <NA> <NA>
## 417 40 0 0 0 0 <NA> <NA>
## 418 114 0 0 168 0 <NA> <NA>
## 419 0 0 0 0 0 <NA> MnPrv
## 420 0 0 0 0 0 <NA> <NA>
## 421 93 0 0 0 0 <NA> <NA>
## 422 132 0 0 0 0 <NA> <NA>
## 423 48 0 0 0 0 <NA> <NA>
## 424 43 0 0 0 0 <NA> <NA>
## 425 34 0 0 0 0 <NA> <NA>
## 426 144 0 0 0 0 <NA> <NA>
## 427 0 0 0 117 0 <NA> <NA>
## 428 48 0 0 195 0 <NA> <NA>
## 429 36 0 0 0 0 <NA> <NA>
## 430 240 0 0 0 0 <NA> MnPrv
## 431 28 0 0 0 0 <NA> <NA>
## 432 0 0 0 0 0 <NA> MnPrv
## 433 41 211 0 0 0 <NA> <NA>
## 434 0 0 0 0 0 <NA> <NA>
## 435 0 0 0 0 0 <NA> <NA>
## 436 0 0 0 0 0 <NA> <NA>
## 437 0 55 0 0 0 <NA> <NA>
## 438 96 0 0 0 0 <NA> <NA>
## 439 0 180 0 0 0 <NA> <NA>
## 440 113 0 0 195 0 <NA> MnPrv
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## 442 0 0 0 115 0 <NA> MnPrv
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## 454 0 72 0 0 0 <NA> <NA>
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## 469 0 0 0 0 0 <NA> MnPrv
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## 505 0 0 0 0 0 <NA> <NA>
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## 530 48 0 0 0 0 <NA> <NA>
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## 539 0 0 0 0 0 <NA> <NA>
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## 547 120 0 0 0 0 <NA> <NA>
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## 550 68 0 0 0 0 <NA> <NA>
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## 555 74 0 0 0 0 <NA> <NA>
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## 558 56 0 0 0 0 <NA> MnPrv
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## 560 0 0 0 0 0 <NA> <NA>
## 561 0 0 0 0 0 <NA> <NA>
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## 565 49 0 0 0 0 <NA> <NA>
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## 574 0 0 0 0 0 <NA> <NA>
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## 576 0 0 0 0 0 <NA> <NA>
## 577 0 0 0 0 0 <NA> <NA>
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## 579 24 0 0 0 0 <NA> <NA>
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## 582 112 0 0 0 0 <NA> <NA>
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## 584 0 0 0 192 0 <NA> GdWo
## 585 62 192 0 0 0 <NA> <NA>
## 586 0 0 0 0 0 <NA> <NA>
## 587 40 0 0 0 0 <NA> <NA>
## 588 0 0 0 0 0 <NA> <NA>
## 589 0 0 0 0 0 <NA> <NA>
## 590 0 0 0 0 0 <NA> <NA>
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## 592 0 0 0 164 0 <NA> <NA>
## 593 0 0 0 0 0 <NA> MnPrv
## 594 0 0 0 0 0 <NA> <NA>
## 595 22 0 0 0 0 <NA> MnPrv
## 596 192 0 0 0 0 <NA> <NA>
## 597 24 0 0 0 0 <NA> MnPrv
## 598 230 0 0 0 0 <NA> MnPrv
## 599 88 0 0 95 0 <NA> <NA>
## 600 0 0 0 256 0 <NA> <NA>
## 601 0 0 0 0 0 <NA> <NA>
## 602 0 0 0 0 0 <NA> <NA>
## 603 0 0 0 0 0 <NA> MnPrv
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## 606 40 0 0 0 0 <NA> <NA>
## 607 72 0 0 0 0 <NA> <NA>
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## 610 0 96 0 0 0 <NA> <NA>
## 611 108 0 0 0 0 <NA> <NA>
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## 613 48 0 0 0 0 <NA> GdWo
## 614 304 144 0 0 0 <NA> MnPrv
## 615 82 0 0 0 0 <NA> <NA>
## 616 0 0 0 0 0 <NA> <NA>
## 617 240 0 0 0 0 <NA> <NA>
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## 620 0 0 0 0 0 <NA> GdWo
## 621 0 0 0 0 0 <NA> MnWw
## 622 0 0 0 0 0 <NA> <NA>
## 623 0 0 0 0 0 <NA> <NA>
## 624 0 0 0 0 0 <NA> <NA>
## 625 0 0 0 0 0 <NA> <NA>
## 626 175 0 0 0 0 <NA> <NA>
## 627 0 0 0 0 0 <NA> <NA>
## 628 50 0 0 0 0 <NA> <NA>
## 629 0 0 0 0 0 <NA> MnPrv
## 630 0 248 0 0 0 <NA> <NA>
## 631 172 109 0 0 0 <NA> <NA>
## 632 0 0 0 0 0 <NA> <NA>
## 633 0 236 0 0 0 <NA> <NA>
## 634 28 0 0 0 0 <NA> <NA>
## 635 0 126 0 0 0 <NA> <NA>
## 636 0 96 0 0 0 <NA> <NA>
## 637 165 30 0 0 0 <NA> <NA>
## 638 20 0 0 0 0 <NA> <NA>
## 639 0 120 0 0 0 <NA> <NA>
## 640 0 0 0 0 0 <NA> MnPrv
## 641 0 60 0 0 0 <NA> <NA>
## 642 192 0 0 0 0 <NA> MnPrv
## 643 0 139 0 0 0 <NA> <NA>
## 644 0 219 0 0 0 <NA> <NA>
## 645 77 0 0 0 0 <NA> <NA>
## 646 24 144 0 0 0 <NA> <NA>
## 647 299 0 0 0 0 <NA> <NA>
## 648 0 0 0 0 0 <NA> <NA>
## 649 0 0 0 0 0 <NA> <NA>
## 650 0 0 0 0 0 <NA> GdPrv
## 651 0 0 0 0 0 <NA> <NA>
## 652 30 0 0 0 0 <NA> <NA>
## 653 0 0 0 0 0 <NA> <NA>
## 654 112 0 0 0 0 <NA> MnPrv
## 655 11 0 0 0 0 <NA> GdPrv
## 656 0 48 0 0 0 <NA> <NA>
## 657 0 0 0 0 0 <NA> GdPrv
## 658 0 0 0 0 0 <NA> <NA>
## 659 0 101 0 0 0 <NA> <NA>
## 660 0 180 0 0 0 <NA> MnPrv
## 661 0 0 0 0 0 <NA> MnPrv
## 662 365 80 0 0 0 <NA> <NA>
## 663 48 0 0 0 0 <NA> <NA>
## 664 20 0 0 0 0 <NA> MnPrv
## 665 139 55 0 0 0 <NA> <NA>
## 666 195 0 0 0 0 <NA> <NA>
## 667 0 180 0 0 0 <NA> MnPrv
## 668 182 0 0 0 0 <NA> <NA>
## 669 0 84 0 0 0 <NA> <NA>
## 670 216 80 0 0 0 <NA> <NA>
## 671 34 0 0 0 0 <NA> <NA>
## 672 0 117 0 0 0 <NA> <NA>
## 673 132 0 0 0 0 <NA> <NA>
## 674 0 0 0 0 0 <NA> MnPrv
## 675 0 0 0 0 0 <NA> <NA>
## 676 0 204 0 0 0 <NA> <NA>
## 677 60 122 0 0 0 <NA> <NA>
## 678 0 0 0 64 0 <NA> MnPrv
## 679 0 0 0 0 0 <NA> <NA>
## 680 0 0 0 0 0 <NA> MnPrv
## 681 0 0 0 0 0 <NA> GdWo
## 682 90 0 0 0 0 <NA> MnPrv
## 683 0 0 0 0 0 <NA> <NA>
## 684 0 190 0 0 0 <NA> <NA>
## 685 0 0 0 0 0 <NA> <NA>
## 686 89 231 0 0 0 <NA> <NA>
## 687 84 0 0 0 0 <NA> <NA>
## 688 0 0 0 0 0 <NA> MnPrv
## 689 0 0 0 0 0 <NA> MnPrv
## 690 0 0 0 0 0 <NA> <NA>
## 691 0 0 0 0 0 <NA> <NA>
## 692 39 0 0 0 0 <NA> <NA>
## 693 0 0 0 576 0 <NA> MnPrv
## 694 0 0 0 0 0 <NA> <NA>
## 695 236 0 0 0 0 <NA> GdWo
## 696 32 0 0 216 0 <NA> GdPrv
## 697 40 0 0 0 0 <NA> <NA>
## 698 98 0 0 0 0 <NA> <NA>
## 699 33 0 0 0 0 <NA> <NA>
## 700 24 0 0 0 0 <NA> <NA>
## 701 30 0 0 0 0 <NA> <NA>
## 702 0 70 0 255 0 <NA> <NA>
## 703 36 0 0 0 0 <NA> <NA>
## 704 42 0 0 0 0 <NA> <NA>
## 705 0 0 0 0 0 <NA> <NA>
## 706 0 0 0 0 0 <NA> <NA>
## 707 110 0 0 0 0 <NA> <NA>
## 708 96 0 0 0 0 <NA> <NA>
## 709 70 0 0 0 0 <NA> <NA>
## 710 36 0 0 0 0 <NA> <NA>
## 711 0 280 0 0 0 <NA> <NA>
## 712 0 0 0 0 0 <NA> MnPrv
## 713 0 239 0 227 0 <NA> <NA>
## 714 84 0 0 0 0 <NA> <NA>
## 715 116 0 0 0 0 <NA> <NA>
## 716 35 0 0 0 0 <NA> <NA>
## 717 57 0 0 0 0 <NA> <NA>
## 718 29 0 0 0 0 <NA> <NA>
## 719 0 0 0 0 0 <NA> <NA>
## 720 67 0 0 0 0 <NA> <NA>
## 721 35 0 0 0 0 <NA> <NA>
## 722 24 0 0 0 0 <NA> <NA>
## 723 50 0 0 0 0 <NA> <NA>
## 724 0 0 0 161 0 <NA> MnPrv
## 725 0 0 0 0 0 <NA> <NA>
## 726 0 138 0 0 0 <NA> <NA>
## 727 0 0 0 0 0 <NA> <NA>
## 728 0 0 0 0 0 <NA> MnPrv
## 729 372 0 0 0 0 <NA> <NA>
## 730 0 0 0 0 0 <NA> <NA>
## 731 0 0 0 0 0 <NA> <NA>
## 732 0 0 0 0 0 <NA> <NA>
## 733 0 0 0 0 0 <NA> <NA>
## 734 0 0 0 0 0 <NA> <NA>
## 735 0 0 0 0 0 <NA> MnPrv
## 736 0 0 0 0 0 <NA> <NA>
## 737 0 183 0 0 0 <NA> <NA>
## 738 0 90 0 0 0 <NA> <NA>
## 739 0 121 0 0 0 <NA> <NA>
## 740 0 0 0 192 0 <NA> MnPrv
## 741 0 0 0 0 0 <NA> <NA>
## 742 16 41 0 0 0 <NA> GdPrv
## 743 217 0 0 0 0 <NA> <NA>
## 744 40 0 0 0 0 <NA> <NA>
## 745 0 0 0 100 0 <NA> <NA>
## 746 105 0 0 221 0 <NA> MnPrv
## 747 0 207 0 0 0 <NA> <NA>
## 748 96 0 0 0 0 <NA> <NA>
## 749 51 224 0 0 0 <NA> MnPrv
## 750 0 0 0 0 0 <NA> GdPrv
## 751 0 116 0 0 0 <NA> MnPrv
## 752 0 0 0 0 0 <NA> <NA>
## 753 0 96 0 0 0 <NA> <NA>
## 754 180 0 0 100 0 <NA> MnPrv
## 755 90 0 0 0 0 <NA> <NA>
## 756 0 0 0 0 0 <NA> <NA>
## 757 0 0 0 0 0 <NA> <NA>
## 758 123 0 0 0 0 <NA> <NA>
## 759 0 0 0 0 0 <NA> <NA>
## 760 30 160 0 0 0 <NA> <NA>
## 761 53 0 153 0 0 <NA> <NA>
## 762 53 0 0 155 0 <NA> <NA>
## 763 46 192 0 0 0 <NA> <NA>
## 764 32 0 0 0 0 <NA> <NA>
## 765 0 0 0 0 0 <NA> <NA>
## 766 120 0 0 0 0 <NA> <NA>
## 767 0 0 0 0 0 <NA> <NA>
## 768 26 0 0 0 0 <NA> <NA>
## 769 192 0 0 0 0 <NA> <NA>
## 770 0 0 0 0 0 <NA> <NA>
## 771 64 0 0 0 0 <NA> <NA>
## 772 0 192 0 0 0 <NA> <NA>
## 773 0 0 0 0 0 <NA> <NA>
## 774 95 0 0 0 0 <NA> <NA>
## 775 52 0 0 0 0 <NA> <NA>
## 776 276 0 0 0 0 <NA> <NA>
## 777 265 0 0 0 0 <NA> <NA>
## 778 0 0 0 0 0 <NA> <NA>
## 779 52 0 0 0 0 <NA> <NA>
## 780 122 0 0 0 0 <NA> <NA>
## 781 119 0 0 171 0 <NA> <NA>
## 782 100 0 0 0 0 <NA> <NA>
## 783 26 0 0 0 0 <NA> <NA>
## 784 101 0 0 0 0 <NA> <NA>
## 785 101 0 120 0 0 <NA> GdWo
## 786 0 0 0 0 0 <NA> GdWo
## 787 0 0 0 0 0 <NA> <NA>
## 788 0 0 0 0 0 <NA> GdWo
## 789 0 0 0 0 0 <NA> <NA>
## 790 0 0 0 0 0 <NA> <NA>
## 791 0 0 0 0 0 <NA> <NA>
## 792 44 0 0 0 0 <NA> <NA>
## 793 0 0 0 0 0 <NA> <NA>
## 794 64 0 0 0 0 <NA> MnPrv
## 795 48 0 0 0 0 <NA> <NA>
## 796 44 0 0 0 0 <NA> <NA>
## 797 30 0 0 0 0 <NA> <NA>
## 798 21 0 0 0 0 <NA> <NA>
## 799 84 0 0 0 0 <NA> <NA>
## 800 108 246 0 0 0 <NA> MnPrv
## 801 108 0 0 135 0 <NA> <NA>
## 802 64 140 0 0 0 <NA> <NA>
## 803 32 0 0 0 0 <NA> <NA>
## 804 135 0 0 322 0 <NA> <NA>
## 805 0 0 0 0 0 <NA> <NA>
## 806 164 0 0 0 0 <NA> <NA>
## 807 80 0 0 0 0 <NA> <NA>
## 808 52 0 0 174 0 <NA> <NA>
## 809 0 192 0 0 0 <NA> <NA>
## 810 72 0 0 0 0 <NA> <NA>
## 811 0 0 0 0 0 <NA> <NA>
## 812 72 0 0 0 0 <NA> <NA>
## 813 103 0 0 0 0 <NA> MnPrv
## 814 141 0 0 0 0 <NA> <NA>
## 815 0 249 0 0 0 <NA> <NA>
## 816 36 0 0 0 0 <NA> <NA>
## 817 96 0 0 0 0 <NA> <NA>
## 818 0 0 0 0 0 <NA> GdWo
## 819 0 0 0 0 0 <NA> <NA>
## 820 0 0 0 0 0 <NA> GdWo
## 821 68 0 0 0 0 <NA> <NA>
## 822 68 0 0 0 0 <NA> <NA>
## 823 0 0 0 0 0 <NA> <NA>
## 824 28 0 0 0 0 <NA> <NA>
## 825 32 0 0 0 0 <NA> <NA>
## 826 0 0 0 0 0 <NA> <NA>
## 827 36 0 0 0 0 <NA> <NA>
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## 829 142 0 0 0 0 <NA> <NA>
## 830 58 0 0 0 0 <NA> <NA>
## 831 39 0 0 0 0 <NA> <NA>
## 832 65 0 0 175 0 <NA> <NA>
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## 834 55 0 0 0 0 <NA> <NA>
## 835 30 0 0 0 0 <NA> <NA>
## 836 368 0 0 0 0 <NA> <NA>
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## 839 50 0 0 0 0 <NA> <NA>
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## 842 38 0 0 0 0 <NA> <NA>
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## 844 40 0 0 0 0 <NA> <NA>
## 845 50 0 0 0 0 <NA> <NA>
## 846 50 0 0 0 0 <NA> <NA>
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## 852 0 0 0 0 0 <NA> <NA>
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## 858 32 0 0 0 0 <NA> <NA>
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## 866 0 0 0 0 0 <NA> <NA>
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## 868 48 0 0 0 0 <NA> <NA>
## 869 50 0 0 0 0 <NA> <NA>
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## 873 60 0 0 0 0 <NA> <NA>
## 874 38 0 0 0 0 <NA> <NA>
## 875 65 0 0 144 0 <NA> <NA>
## 876 92 0 0 0 0 <NA> <NA>
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## 878 110 0 0 0 0 <NA> <NA>
## 879 46 0 0 0 0 <NA> <NA>
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## 887 210 0 0 0 0 <NA> <NA>
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## 890 127 0 0 0 0 <NA> <NA>
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## 892 63 0 0 0 0 <NA> <NA>
## 893 127 0 0 0 0 <NA> <NA>
## 894 136 0 0 0 0 <NA> <NA>
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## 896 0 0 0 0 0 <NA> <NA>
## 897 32 0 0 0 0 <NA> <NA>
## 898 85 0 0 0 0 <NA> GdPrv
## 899 0 0 0 0 0 <NA> MnPrv
## 900 0 0 0 0 0 <NA> <NA>
## 901 0 0 0 0 0 <NA> <NA>
## 902 99 0 0 182 0 <NA> <NA>
## 903 47 0 0 0 0 <NA> <NA>
## 904 0 0 0 0 0 <NA> <NA>
## 905 56 0 0 0 0 <NA> <NA>
## 906 60 0 0 0 0 <NA> <NA>
## 907 120 0 0 0 0 <NA> <NA>
## 908 241 0 0 0 0 <NA> <NA>
## 909 102 0 0 0 0 <NA> <NA>
## 910 0 0 0 0 0 <NA> <NA>
## 911 32 0 0 0 0 <NA> <NA>
## 912 174 0 0 0 0 <NA> <NA>
## 913 48 0 0 180 0 <NA> <NA>
## 914 0 36 0 144 0 <NA> <NA>
## 915 30 0 0 217 0 <NA> <NA>
## 916 16 0 0 0 0 <NA> <NA>
## 917 0 0 0 0 0 <NA> <NA>
## 918 126 0 0 0 0 <NA> <NA>
## 919 192 0 0 0 0 <NA> <NA>
## 920 0 0 0 0 0 <NA> <NA>
## 921 194 0 0 200 0 <NA> <NA>
## 922 0 0 0 256 0 <NA> <NA>
## 923 80 0 0 0 0 <NA> <NA>
## 924 86 0 0 0 0 <NA> <NA>
## 925 0 0 0 0 0 <NA> MnPrv
## 926 133 0 0 0 0 <NA> <NA>
## 927 64 0 0 0 0 <NA> <NA>
## 928 0 0 0 0 0 <NA> <NA>
## 929 72 0 0 0 0 <NA> GdWo
## 930 0 0 0 0 0 <NA> <NA>
## 931 0 0 0 0 0 <NA> GdPrv
## 932 0 0 0 0 0 <NA> <NA>
## 933 0 0 0 0 0 <NA> MnPrv
## 934 0 0 0 0 0 <NA> GdPrv
## 935 0 0 0 161 0 <NA> MnPrv
## 936 28 84 0 0 0 <NA> MnPrv
## 937 0 0 0 201 0 <NA> <NA>
## 938 24 0 0 192 0 <NA> MnPrv
## 939 52 0 0 0 0 <NA> MnPrv
## 940 21 0 0 0 0 <NA> MnPrv
## 941 0 0 0 0 0 <NA> <NA>
## 942 0 0 0 175 0 <NA> MnPrv
## 943 0 0 0 0 0 <NA> <NA>
## 944 40 0 0 0 0 <NA> <NA>
## 945 0 0 0 168 0 <NA> <NA>
## 946 0 0 219 0 0 <NA> <NA>
## 947 0 0 0 0 0 <NA> <NA>
## 948 0 0 0 109 0 <NA> <NA>
## 949 0 0 0 0 0 <NA> <NA>
## 950 0 0 0 0 0 <NA> <NA>
## 951 34 0 0 0 0 <NA> GdWo
## 952 82 0 0 0 0 <NA> <NA>
## 953 0 0 0 0 0 <NA> <NA>
## 954 0 0 0 0 0 <NA> <NA>
## 955 0 0 0 0 0 <NA> <NA>
## 956 48 0 0 0 0 <NA> <NA>
## 957 0 0 0 0 0 <NA> MnPrv
## 958 0 0 0 0 0 <NA> <NA>
## 959 0 0 0 0 0 <NA> <NA>
## 960 0 0 0 0 0 <NA> GdWo
## 961 0 0 0 0 368 <NA> GdPrv
## 962 324 0 0 0 0 <NA> MnPrv
## 963 0 0 0 0 0 <NA> <NA>
## 964 0 0 0 0 0 <NA> GdWo
## 965 208 290 0 156 0 <NA> <NA>
## 966 0 0 0 0 0 <NA> <NA>
## 967 112 0 0 0 0 <NA> <NA>
## 968 46 0 0 165 0 <NA> MnPrv
## 969 0 0 0 0 0 <NA> <NA>
## 970 0 0 0 0 0 <NA> <NA>
## 971 171 0 0 0 0 <NA> <NA>
## 972 0 0 0 0 0 <NA> <NA>
## 973 0 0 0 225 0 <NA> <NA>
## 974 0 0 0 0 0 <NA> <NA>
## 975 0 0 0 0 0 <NA> MnPrv
## 976 0 0 0 0 0 <NA> <NA>
## 977 0 0 0 0 0 <NA> <NA>
## 978 90 160 0 0 0 <NA> <NA>
## 979 0 116 0 0 0 <NA> <NA>
## 980 0 175 0 0 0 <NA> <NA>
## 981 122 20 0 0 0 <NA> MnPrv
## 982 0 26 0 0 0 <NA> <NA>
## 983 0 0 0 0 0 <NA> <NA>
## 984 26 40 0 0 0 <NA> MnPrv
## 985 0 96 0 0 0 <NA> <NA>
## 986 0 160 0 0 0 <NA> MnPrv
## 987 0 0 0 0 0 <NA> MnPrv
## 988 0 0 0 0 0 <NA> <NA>
## 989 0 143 0 0 0 <NA> <NA>
## 990 103 0 0 0 0 <NA> <NA>
## 991 32 0 0 0 0 <NA> MnPrv
## 992 148 150 0 0 0 <NA> MnPrv
## 993 0 0 0 0 0 <NA> <NA>
## 994 40 0 0 0 0 <NA> <NA>
## 995 65 0 0 150 0 <NA> <NA>
## 996 33 0 0 0 0 <NA> <NA>
## 997 0 192 0 0 0 <NA> <NA>
## 998 0 0 0 0 0 <NA> GdWo
## 999 0 136 0 0 0 <NA> MnPrv
## 1000 0 84 0 0 0 <NA> <NA>
## 1001 0 0 0 0 0 <NA> MnPrv
## 1002 0 96 0 0 0 <NA> GdPrv
## 1003 0 0 0 0 0 <NA> <NA>
## 1004 152 0 0 0 0 <NA> MnPrv
## 1005 54 144 0 0 0 <NA> <NA>
## 1006 0 0 0 0 0 <NA> <NA>
## 1007 0 70 0 0 0 <NA> GdPrv
## 1008 25 77 0 0 0 <NA> MnPrv
## 1009 0 77 0 0 0 <NA> MnPrv
## 1010 110 0 0 0 0 <NA> <NA>
## 1011 0 0 0 216 0 <NA> <NA>
## 1012 0 170 0 0 0 <NA> <NA>
## 1013 0 0 0 0 0 <NA> <NA>
## 1014 211 0 0 84 0 <NA> <NA>
## 1015 0 0 0 0 0 <NA> <NA>
## 1016 88 0 0 0 0 <NA> MnPrv
## 1017 176 0 0 0 0 <NA> MnPrv
## 1018 0 88 0 0 0 <NA> <NA>
## 1019 0 0 0 0 0 <NA> MnPrv
## 1020 0 0 0 0 0 <NA> <NA>
## 1021 90 0 0 0 0 <NA> MnPrv
## 1022 0 0 0 0 0 <NA> GdPrv
## 1023 0 0 0 0 0 <NA> <NA>
## 1024 0 0 0 0 0 <NA> <NA>
## 1025 0 0 0 0 0 <NA> MnPrv
## 1026 0 0 0 0 0 <NA> <NA>
## 1027 570 0 0 0 0 <NA> <NA>
## 1028 0 0 0 126 0 <NA> MnPrv
## 1029 0 280 0 0 0 <NA> <NA>
## 1030 0 0 0 0 0 <NA> <NA>
## 1031 0 140 0 0 0 <NA> <NA>
## 1032 77 0 0 168 0 <NA> GdPrv
## 1033 42 0 0 0 0 <NA> <NA>
## 1034 64 0 0 0 0 <NA> <NA>
## 1035 0 0 0 0 0 <NA> <NA>
## 1036 63 0 0 144 0 <NA> <NA>
## 1037 0 0 0 0 0 <NA> <NA>
## 1038 0 0 0 0 0 <NA> <NA>
## 1039 0 60 0 0 0 <NA> <NA>
## 1040 105 0 0 0 0 <NA> <NA>
## 1041 0 0 0 0 0 <NA> <NA>
## 1042 0 68 0 0 0 <NA> <NA>
## 1043 0 0 0 0 0 <NA> MnPrv
## 1044 195 1012 0 0 444 <NA> <NA>
## 1045 93 0 0 0 0 <NA> <NA>
## 1046 64 0 0 0 0 <NA> <NA>
## 1047 32 0 0 0 0 <NA> <NA>
## 1048 64 0 0 0 0 <NA> <NA>
## 1049 42 0 0 0 0 <NA> <NA>
## 1050 38 0 0 0 0 <NA> <NA>
## 1051 96 0 0 0 0 <NA> <NA>
## 1052 111 0 0 0 0 <NA> <NA>
## 1053 48 0 0 144 0 <NA> GdPrv
## 1054 0 0 0 0 0 <NA> <NA>
## 1055 0 0 0 0 0 <NA> <NA>
## 1056 54 0 0 0 0 <NA> <NA>
## 1057 0 0 0 0 0 <NA> <NA>
## 1058 0 0 0 0 0 <NA> GdPrv
## 1059 123 0 0 0 0 <NA> <NA>
## 1060 74 0 0 0 0 <NA> <NA>
## 1061 103 0 0 0 0 <NA> <NA>
## 1062 96 0 0 0 0 <NA> <NA>
## 1063 0 0 0 0 0 <NA> <NA>
## 1064 0 0 0 0 0 <NA> <NA>
## 1065 0 0 0 0 0 <NA> MnPrv
## 1066 0 0 0 0 0 <NA> MnPrv
## 1067 0 0 0 0 0 <NA> MnPrv
## 1068 80 0 0 0 0 <NA> <NA>
## 1069 0 0 0 0 0 <NA> <NA>
## 1070 0 0 0 0 0 <NA> <NA>
## 1071 113 0 0 116 0 <NA> <NA>
## 1072 120 0 0 0 0 <NA> <NA>
## 1073 63 0 0 0 0 <NA> <NA>
## 1074 35 0 0 0 0 <NA> <NA>
## 1075 121 0 0 0 0 <NA> <NA>
## 1076 32 0 0 0 0 <NA> <NA>
## 1077 84 0 0 0 0 <NA> <NA>
## 1078 35 0 0 0 0 <NA> <NA>
## 1079 41 0 0 0 0 <NA> <NA>
## 1080 23 0 0 0 0 <NA> <NA>
## 1081 30 0 0 0 0 <NA> <NA>
## 1082 40 0 0 0 0 <NA> <NA>
## 1083 0 0 0 0 0 <NA> <NA>
## 1084 0 0 0 0 0 <NA> <NA>
## 1085 0 43 0 100 0 <NA> <NA>
## 1086 0 0 0 0 0 <NA> GdPrv
## 1087 0 0 0 0 0 <NA> <NA>
## 1088 0 0 0 0 0 <NA> <NA>
## 1089 85 0 0 0 0 <NA> <NA>
## 1090 484 0 0 0 0 <NA> <NA>
## 1091 44 0 0 0 0 <NA> <NA>
## 1092 0 35 0 0 0 <NA> <NA>
## 1093 0 0 0 0 0 <NA> <NA>
## 1094 0 0 0 0 0 <NA> GdWo
## 1095 0 84 0 0 0 <NA> <NA>
## 1096 0 196 0 0 0 <NA> MnPrv
## 1097 0 0 0 0 0 <NA> <NA>
## 1098 742 240 0 0 0 <NA> <NA>
## 1099 0 64 0 0 0 <NA> MnPrv
## 1100 0 168 0 0 0 <NA> <NA>
## 1101 0 0 0 0 0 <NA> MnPrv
## 1102 0 0 0 0 0 <NA> <NA>
## 1103 0 116 0 0 0 <NA> MnPrv
## 1104 0 60 0 153 0 <NA> GdPrv
## 1105 24 120 0 228 0 <NA> <NA>
## 1106 40 0 0 0 0 <NA> <NA>
## 1107 0 0 0 144 0 <NA> MnPrv
## 1108 75 584 0 0 0 <NA> <NA>
## 1109 0 216 0 0 0 <NA> <NA>
## 1110 0 0 0 0 0 <NA> MnPrv
## 1111 0 0 0 0 0 <NA> <NA>
## 1112 0 0 0 0 0 <NA> <NA>
## 1113 146 0 0 0 0 <NA> GdWo
## 1114 64 169 0 0 228 Ex <NA>
## 1115 0 30 0 0 0 <NA> MnPrv
## 1116 0 0 176 0 0 <NA> <NA>
## 1117 0 212 0 0 0 <NA> MnPrv
## 1118 0 96 0 0 0 <NA> <NA>
## 1119 0 0 0 0 0 <NA> <NA>
## 1120 0 133 0 0 0 <NA> <NA>
## 1121 444 0 0 0 0 <NA> <NA>
## 1122 0 42 86 0 0 <NA> <NA>
## 1123 0 0 0 153 0 <NA> <NA>
## 1124 0 222 0 0 0 <NA> MnPrv
## 1125 49 0 0 0 0 <NA> <NA>
## 1126 144 0 0 145 0 <NA> <NA>
## 1127 22 0 0 0 0 <NA> <NA>
## 1128 84 0 0 0 0 <NA> <NA>
## 1129 0 0 0 0 0 <NA> <NA>
## 1130 0 0 0 0 0 <NA> <NA>
## 1131 0 0 0 138 0 <NA> GdPrv
## 1132 39 0 0 0 0 <NA> <NA>
## 1133 0 0 0 0 0 <NA> <NA>
## 1134 0 0 0 0 0 <NA> <NA>
## 1135 28 0 0 0 0 <NA> <NA>
## 1136 64 0 0 0 0 <NA> <NA>
## 1137 35 0 0 0 0 <NA> <NA>
## 1138 32 0 0 0 0 <NA> <NA>
## 1139 36 0 0 108 0 <NA> <NA>
## 1140 266 0 0 0 561 <NA> GdPrv
## 1141 40 0 0 0 0 <NA> <NA>
## 1142 0 0 0 0 0 <NA> <NA>
## 1143 97 0 0 0 0 <NA> <NA>
## 1144 64 0 0 0 0 <NA> <NA>
## 1145 0 0 0 0 0 <NA> GdWo
## 1146 66 0 0 0 0 <NA> MnPrv
## 1147 0 0 0 0 0 <NA> MnPrv
## 1148 90 0 0 0 0 <NA> GdPrv
## 1149 136 0 0 240 0 <NA> GdPrv
## 1150 0 0 0 0 0 <NA> GdWo
## 1151 38 0 0 0 0 <NA> <NA>
## 1152 44 0 0 88 0 <NA> MnPrv
## 1153 0 0 0 0 0 <NA> MnPrv
## 1154 0 0 0 0 0 <NA> <NA>
## 1155 0 0 0 0 0 <NA> <NA>
## 1156 0 0 0 280 0 <NA> <NA>
## 1157 0 0 0 0 0 <NA> <NA>
## 1158 189 0 0 0 0 <NA> <NA>
## 1159 146 0 0 0 0 <NA> <NA>
## 1160 72 0 0 0 0 <NA> <NA>
## 1161 84 0 0 0 0 <NA> <NA>
## 1162 116 0 0 0 0 <NA> <NA>
## 1163 119 0 0 0 0 <NA> <NA>
## 1164 38 0 0 115 0 <NA> <NA>
## 1165 12 0 0 0 0 <NA> <NA>
## 1166 26 0 0 144 0 <NA> MnPrv
## 1167 70 0 0 0 0 <NA> <NA>
## 1168 37 0 0 0 0 <NA> <NA>
## 1169 34 0 0 0 0 <NA> <NA>
## 1170 39 0 0 0 0 <NA> <NA>
## 1171 0 0 0 0 0 <NA> <NA>
## 1172 102 0 0 0 0 <NA> <NA>
## 1173 55 0 0 0 0 <NA> <NA>
## 1174 102 0 0 123 0 <NA> <NA>
## 1175 22 0 0 0 0 <NA> <NA>
## 1176 105 0 0 0 0 <NA> GdPrv
## 1177 0 40 0 0 0 <NA> <NA>
## 1178 246 0 0 0 0 <NA> <NA>
## 1179 28 0 0 0 0 <NA> <NA>
## 1180 84 0 0 0 0 <NA> GdWo
## 1181 0 0 0 0 0 <NA> <NA>
## 1182 68 0 0 0 0 <NA> <NA>
## 1183 0 0 0 0 0 <NA> <NA>
## 1184 36 0 0 0 0 <NA> <NA>
## 1185 0 0 0 0 0 <NA> <NA>
## 1186 0 0 0 0 0 <NA> <NA>
## 1187 0 0 0 0 0 <NA> GdPrv
## 1188 55 0 0 225 0 <NA> <NA>
## 1189 0 240 0 0 0 <NA> <NA>
## 1190 29 0 0 0 0 <NA> <NA>
## 1191 28 0 0 0 0 <NA> <NA>
## 1192 0 0 0 0 0 <NA> <NA>
## 1193 0 0 0 0 0 <NA> <NA>
## 1194 43 0 0 0 0 <NA> <NA>
## 1195 56 0 0 156 0 <NA> <NA>
## 1196 95 0 0 0 0 <NA> <NA>
## 1197 84 0 0 0 0 <NA> <NA>
## 1198 142 0 0 0 0 <NA> <NA>
## 1199 64 0 0 0 0 <NA> <NA>
## 1200 34 0 0 0 0 <NA> <NA>
## 1201 49 0 0 0 0 <NA> <NA>
## 1202 68 0 0 0 0 <NA> <NA>
## 1203 127 0 0 0 0 <NA> <NA>
## 1204 56 0 0 0 0 <NA> <NA>
## MiscFeature MiscVal MoSold YrSold SaleType SaleCondition vnSaleType
## 1 <NA> 0 6 2010 WD Normal 3
## 2 Gar2 12500 6 2010 WD Normal 3
## 3 <NA> 0 3 2010 WD Normal 3
## 4 <NA> 0 6 2010 WD Normal 3
## 5 <NA> 0 1 2010 WD Normal 3
## 6 <NA> 0 4 2010 WD Normal 3
## 7 Shed 500 3 2010 WD Normal 3
## 8 <NA> 0 5 2010 WD Normal 3
## 9 <NA> 0 2 2010 WD Normal 3
## 10 <NA> 0 4 2010 WD Normal 3
## 11 <NA> 0 6 2010 WD Normal 3
## 12 <NA> 0 2 2010 COD Normal 2
## 13 <NA> 0 3 2010 WD Normal 3
## 14 <NA> 0 6 2010 WD Normal 3
## 15 <NA> 0 6 2010 WD Normal 3
## 16 <NA> 0 1 2010 New Partial 5
## 17 <NA> 0 6 2010 New Partial 5
## 18 <NA> 0 6 2010 WD Normal 3
## 19 <NA> 0 2 2010 WD Normal 3
## 20 <NA> 0 6 2010 WD Normal 3
## 21 <NA> 0 6 2010 WD Normal 3
## 22 <NA> 0 4 2010 WD Normal 3
## 23 <NA> 0 1 2010 WD Normal 3
## 24 <NA> 0 1 2010 WD Normal 3
## 25 <NA> 0 6 2010 WD Normal 3
## 26 <NA> 0 4 2010 WD Normal 3
## 27 <NA> 0 1 2010 WD Normal 3
## 28 <NA> 0 5 2010 WD Normal 3
## 29 <NA> 0 4 2010 New Partial 5
## 30 <NA> 0 5 2010 WD Normal 3
## 31 <NA> 0 4 2010 WD Normal 3
## 32 <NA> 0 4 2010 WD Normal 3
## 33 <NA> 0 4 2010 WD Abnorml 3
## 34 <NA> 0 6 2010 WD Normal 3
## 35 <NA> 0 6 2010 WD Normal 3
## 36 <NA> 0 3 2010 WD Normal 3
## 37 <NA> 0 1 2010 WD Normal 3
## 38 <NA> 0 4 2010 ConLD Normal 2
## 39 <NA> 0 2 2010 WD Normal 3
## 40 <NA> 0 5 2010 WD Normal 3
## 41 <NA> 0 5 2010 WD Normal 3
## 42 <NA> 0 6 2010 WD Normal 3
## 43 <NA> 0 4 2010 New Partial 5
## 44 <NA> 0 4 2010 WD Normal 3
## 45 <NA> 0 4 2010 WD Normal 3
## 46 <NA> 0 5 2010 WD Normal 3
## 47 <NA> 0 3 2010 WD Normal 3
## 48 <NA> 0 4 2010 WD Normal 3
## 49 <NA> 0 6 2010 WD Normal 3
## 50 <NA> 0 4 2010 WD Normal 3
## 51 <NA> 0 4 2010 ConLD Normal 2
## 52 <NA> 0 4 2010 WD Normal 3
## 53 <NA> 0 5 2010 COD Family 2
## 54 <NA> 0 1 2010 Oth Abnorml 1
## 55 <NA> 0 3 2010 WD Normal 3
## 56 <NA> 0 1 2010 WD Normal 3
## 57 Shed 1500 1 2010 WD Normal 3
## 58 <NA> 0 3 2010 WD Normal 3
## 59 Shed 300 2 2010 WD Normal 3
## 60 <NA> 0 5 2010 WD Normal 3
## 61 <NA> 0 5 2010 WD Normal 3
## 62 <NA> 0 6 2010 WD Normal 3
## 63 <NA> 0 2 2010 WD Normal 3
## 64 <NA> 0 5 2010 WD Normal 3
## 65 <NA> 0 6 2010 WD Normal 3
## 66 <NA> 0 4 2010 WD Abnorml 3
## 67 <NA> 0 4 2010 WD Normal 3
## 68 <NA> 0 5 2010 WD Normal 3
## 69 <NA> 0 6 2010 WD Normal 3
## 70 <NA> 0 5 2010 WD Normal 3
## 71 <NA> 0 1 2010 COD Abnorml 2
## 72 <NA> 0 5 2010 WD Normal 3
## 73 <NA> 0 6 2010 WD Normal 3
## 74 <NA> 0 1 2010 WD Normal 3
## 75 <NA> 0 6 2010 WD Normal 3
## 76 <NA> 0 3 2010 WD Normal 3
## 77 <NA> 0 6 2010 WD Abnorml 3
## 78 <NA> 0 4 2010 WD Abnorml 3
## 79 <NA> 0 4 2010 WD Normal 3
## 80 <NA> 0 6 2010 WD Abnorml 3
## 81 <NA> 0 6 2010 WD Normal 3
## 82 <NA> 0 3 2010 WD Normal 3
## 83 <NA> 0 5 2010 WD Normal 3
## 84 <NA> 0 4 2010 WD Normal 3
## 85 <NA> 0 4 2010 WD Abnorml 3
## 86 <NA> 0 3 2010 WD Normal 3
## 87 <NA> 0 3 2010 WD Normal 3
## 88 <NA> 0 3 2010 WD Normal 3
## 89 <NA> 0 5 2010 WD Normal 3
## 90 <NA> 0 3 2010 WD Normal 3
## 91 <NA> 0 3 2010 WD Normal 3
## 92 <NA> 0 6 2010 WD Normal 3
## 93 <NA> 0 5 2010 WD Normal 3
## 94 <NA> 0 2 2010 WD Normal 3
## 95 <NA> 0 5 2010 WD Normal 3
## 96 <NA> 0 1 2010 COD Normal 2
## 97 <NA> 0 2 2010 ConLD Normal 2
## 98 <NA> 0 3 2010 WD Normal 3
## 99 <NA> 0 3 2010 WD Abnorml 3
## 100 <NA> 0 6 2010 COD Normal 2
## 101 <NA> 0 5 2010 WD Normal 3
## 102 <NA> 0 6 2010 WD Normal 3
## 103 <NA> 0 5 2010 WD Normal 3
## 104 <NA> 0 5 2010 WD Normal 3
## 105 <NA> 0 3 2010 WD Normal 3
## 106 <NA> 0 4 2010 WD Normal 3
## 107 <NA> 0 6 2010 WD Normal 3
## 108 <NA> 0 5 2010 WD Normal 3
## 109 Shed 450 6 2010 WD Normal 3
## 110 <NA> 0 6 2010 WD Normal 3
## 111 <NA> 0 6 2010 WD Normal 3
## 112 <NA> 0 6 2010 WD Normal 3
## 113 <NA> 0 1 2010 Con Partial 5
## 114 <NA> 0 6 2010 COD Normal 2
## 115 <NA> 0 6 2010 WD Normal 3
## 116 <NA> 0 5 2010 WD Normal 3
## 117 <NA> 0 3 2010 WD Normal 3
## 118 <NA> 0 3 2010 WD Normal 3
## 119 <NA> 0 7 2010 WD Normal 3
## 120 <NA> 0 4 2010 WD Normal 3
## 121 <NA> 0 6 2010 WD Normal 3
## 122 <NA> 0 6 2010 WD Normal 3
## 123 <NA> 0 5 2010 WD Normal 3
## 124 <NA> 0 4 2010 WD Normal 3
## 125 <NA> 0 4 2010 WD Normal 3
## 126 <NA> 0 4 2010 ConLD Normal 2
## 127 <NA> 0 1 2010 Oth Abnorml 1
## 128 <NA> 0 6 2010 WD Normal 3
## 129 <NA> 0 6 2010 WD Abnorml 3
## 130 <NA> 0 6 2010 WD Normal 3
## 131 <NA> 0 5 2010 WD Normal 3
## 132 <NA> 0 5 2010 WD Normal 3
## 133 <NA> 0 3 2010 WD Normal 3
## 134 Shed 500 2 2010 WD Normal 3
## 135 <NA> 0 5 2010 WD Normal 3
## 136 <NA> 0 7 2010 WD Normal 3
## 137 <NA> 0 3 2010 WD Normal 3
## 138 <NA> 0 6 2010 WD Normal 3
## 139 <NA> 0 4 2010 WD Normal 3
## 140 <NA> 0 3 2010 WD Normal 3
## 141 <NA> 0 4 2010 ConLw Normal 2
## 142 <NA> 0 4 2010 COD Normal 2
## 143 <NA> 0 6 2010 WD Alloca 3
## 144 <NA> 0 5 2010 WD Normal 3
## 145 <NA> 0 5 2010 WD Normal 3
## 146 Shed 80 5 2010 WD Normal 3
## 147 <NA> 0 3 2010 ConLD Normal 2
## 148 <NA> 0 5 2010 WD Normal 3
## 149 <NA> 0 1 2010 New Partial 5
## 150 <NA> 0 4 2010 WD Normal 3
## 151 <NA> 0 6 2010 WD Normal 3
## 152 <NA> 0 3 2010 WD Normal 3
## 153 <NA> 0 6 2010 WD Normal 3
## 154 <NA> 0 5 2010 WD Normal 3
## 155 <NA> 0 3 2010 WD Normal 3
## 156 <NA> 0 6 2010 WD Normal 3
## 157 <NA> 0 6 2010 WD Normal 3
## 158 <NA> 0 6 2010 ConLD Normal 2
## 159 <NA> 0 4 2010 WD Normal 3
## 160 Shed 600 2 2010 WD Normal 3
## 161 <NA> 0 3 2010 WD Normal 3
## 162 <NA> 0 4 2010 WD Normal 3
## 163 <NA> 0 2 2010 WD Normal 3
## 164 <NA> 0 3 2010 WD Normal 3
## 165 <NA> 0 10 2009 WD Normal 3
## 166 <NA> 0 6 2009 WD Normal 3
## 167 <NA> 0 7 2009 WD Normal 3
## 168 <NA> 0 8 2009 WD Normal 3
## 169 Shed 490 6 2009 WD Normal 3
## 170 <NA> 0 11 2009 WD Normal 3
## 171 <NA> 0 7 2009 WD Normal 3
## 172 <NA> 0 9 2009 WD Normal 3
## 173 <NA> 0 2 2009 WD Normal 3
## 174 <NA> 0 10 2009 WD Normal 3
## 175 <NA> 0 7 2009 WD Normal 3
## 176 <NA> 0 11 2009 WD Normal 3
## 177 <NA> 0 7 2009 WD Normal 3
## 178 <NA> 0 5 2009 WD Abnorml 3
## 179 <NA> 0 8 2009 WD Normal 3
## 180 <NA> 0 8 2009 WD Normal 3
## 181 <NA> 0 5 2009 WD Normal 3
## 182 <NA> 0 6 2009 WD Normal 3
## 183 <NA> 0 3 2009 WD Normal 3
## 184 <NA> 0 10 2009 WD Normal 3
## 185 <NA> 0 6 2009 WD Normal 3
## 186 <NA> 0 4 2009 WD Normal 3
## 187 <NA> 0 8 2009 WD Normal 3
## 188 <NA> 0 3 2009 COD Normal 2
## 189 <NA> 0 7 2009 WD Normal 3
## 190 <NA> 0 9 2009 WD Abnorml 3
## 191 <NA> 0 7 2009 WD Normal 3
## 192 <NA> 0 7 2009 WD Normal 3
## 193 <NA> 0 7 2009 WD Normal 3
## 194 <NA> 0 9 2009 WD Normal 3
## 195 <NA> 0 8 2009 WD Normal 3
## 196 <NA> 0 5 2009 WD Normal 3
## 197 <NA> 0 7 2009 WD Normal 3
## 198 <NA> 0 4 2009 WD Normal 3
## 199 <NA> 0 10 2009 WD Normal 3
## 200 Shed 1200 7 2009 WD Normal 3
## 201 <NA> 0 6 2009 WD Normal 3
## 202 <NA> 0 7 2009 New Partial 5
## 203 <NA> 0 5 2009 WD Normal 3
## 204 <NA> 0 3 2009 WD Normal 3
## 205 <NA> 0 7 2009 WD Normal 3
## 206 <NA> 0 4 2009 WD Normal 3
## 207 <NA> 0 6 2009 WD Family 3
## 208 <NA> 0 6 2009 ConLI Normal 4
## 209 <NA> 0 2 2009 WD Normal 3
## 210 <NA> 0 3 2009 WD Normal 3
## 211 <NA> 0 6 2009 WD Normal 3
## 212 <NA> 0 7 2009 WD Normal 3
## 213 <NA> 0 6 2009 WD Normal 3
## 214 <NA> 0 7 2009 WD Normal 3
## 215 <NA> 0 8 2009 WD Normal 3
## 216 <NA> 0 3 2009 WD Normal 3
## 217 <NA> 0 5 2009 WD Normal 3
## 218 <NA> 0 2 2009 WD Abnorml 3
## 219 <NA> 0 7 2009 WD Normal 3
## 220 <NA> 0 5 2009 New Partial 5
## 221 <NA> 0 4 2009 WD Normal 3
## 222 <NA> 0 9 2009 WD Normal 3
## 223 <NA> 0 11 2009 WD Normal 3
## 224 <NA> 0 6 2009 WD Normal 3
## 225 <NA> 0 7 2009 WD Normal 3
## 226 <NA> 0 8 2009 WD Normal 3
## 227 <NA> 0 8 2009 WD Normal 3
## 228 <NA> 0 9 2009 WD Normal 3
## 229 <NA> 0 7 2009 WD Normal 3
## 230 <NA> 0 6 2009 WD Normal 3
## 231 <NA> 0 5 2009 WD Normal 3
## 232 <NA> 0 7 2009 WD Normal 3
## 233 <NA> 0 5 2009 WD Normal 3
## 234 <NA> 0 6 2009 WD Normal 3
## 235 <NA> 0 3 2009 WD Normal 3
## 236 <NA> 0 5 2009 WD Normal 3
## 237 <NA> 0 6 2009 WD Normal 3
## 238 <NA> 0 9 2009 WD Normal 3
## 239 <NA> 0 6 2009 WD Normal 3
## 240 <NA> 0 11 2009 WD Normal 3
## 241 <NA> 0 10 2009 WD Normal 3
## 242 <NA> 0 9 2009 WD Normal 3
## 243 <NA> 0 9 2009 WD Normal 3
## 244 <NA> 0 3 2009 WD Normal 3
## 245 <NA> 0 9 2009 WD Normal 3
## 246 <NA> 0 10 2009 WD Normal 3
## 247 <NA> 0 10 2009 New Partial 5
## 248 <NA> 0 5 2009 WD Normal 3
## 249 <NA> 0 5 2009 WD Normal 3
## 250 <NA> 0 6 2009 WD Normal 3
## 251 <NA> 0 7 2009 WD Normal 3
## 252 <NA> 0 10 2009 New Partial 5
## 253 <NA> 0 3 2009 WD Normal 3
## 254 <NA> 0 8 2009 WD Normal 3
## 255 <NA> 0 3 2009 WD Normal 3
## 256 <NA> 0 4 2009 WD Normal 3
## 257 <NA> 0 6 2009 WD Normal 3
## 258 <NA> 0 8 2009 WD Normal 3
## 259 <NA> 0 1 2009 WD Normal 3
## 260 <NA> 0 1 2009 WD Normal 3
## 261 <NA> 0 5 2009 WD Normal 3
## 262 <NA> 0 8 2009 WD Normal 3
## 263 <NA> 0 6 2009 WD Normal 3
## 264 <NA> 0 2 2009 New Partial 5
## 265 <NA> 0 4 2009 WD Normal 3
## 266 <NA> 0 11 2009 WD Normal 3
## 267 <NA> 0 2 2009 WD Normal 3
## 268 <NA> 0 10 2009 WD Normal 3
## 269 <NA> 0 7 2009 WD Normal 3
## 270 <NA> 0 5 2009 WD Normal 3
## 271 <NA> 0 11 2009 WD Normal 3
## 272 <NA> 0 6 2009 WD Normal 3
## 273 <NA> 0 7 2009 WD Normal 3
## 274 <NA> 0 5 2009 Oth Family 1
## 275 <NA> 0 10 2009 WD Normal 3
## 276 <NA> 0 10 2009 WD Normal 3
## 277 <NA> 0 4 2009 WD Normal 3
## 278 <NA> 0 7 2009 WD Normal 3
## 279 <NA> 0 7 2009 WD Normal 3
## 280 <NA> 0 1 2009 New Partial 5
## 281 <NA> 0 3 2009 WD Normal 3
## 282 <NA> 0 8 2009 WD Normal 3
## 283 <NA> 0 9 2009 WD Normal 3
## 284 <NA> 0 6 2009 WD Normal 3
## 285 <NA> 0 6 2009 WD Normal 3
## 286 <NA> 0 1 2009 WD Abnorml 3
## 287 <NA> 0 6 2009 WD Normal 3
## 288 <NA> 0 5 2009 WD Normal 3
## 289 Shed 650 8 2009 WD Normal 3
## 290 <NA> 0 8 2009 WD Abnorml 3
## 291 <NA> 0 11 2009 WD Normal 3
## 292 <NA> 0 6 2009 WD Normal 3
## 293 <NA> 0 3 2009 COD Normal 2
## 294 <NA> 0 5 2009 COD Abnorml 2
## 295 <NA> 0 5 2009 WD Normal 3
## 296 <NA> 0 8 2009 WD Normal 3
## 297 <NA> 0 9 2009 WD Normal 3
## 298 <NA> 0 5 2009 WD Normal 3
## 299 <NA> 0 7 2009 WD Normal 3
## 300 <NA> 0 2 2009 WD Normal 3
## 301 <NA> 0 7 2009 COD Abnorml 2
## 302 <NA> 0 6 2009 WD Normal 3
## 303 <NA> 0 9 2009 WD Normal 3
## 304 <NA> 0 2 2009 WD Normal 3
## 305 <NA> 0 4 2009 WD Normal 3
## 306 <NA> 0 4 2009 WD Normal 3
## 307 <NA> 0 7 2009 WD Normal 3
## 308 <NA> 0 6 2009 WD Normal 3
## 309 <NA> 0 8 2009 WD Normal 3
## 310 <NA> 0 6 2009 WD Normal 3
## 311 <NA> 0 11 2009 COD Abnorml 2
## 312 <NA> 0 7 2009 WD Normal 3
## 313 <NA> 0 11 2009 WD Family 3
## 314 <NA> 0 12 2009 WD Normal 3
## 315 <NA> 0 2 2009 WD Normal 3
## 316 <NA> 0 10 2009 WD Normal 3
## 317 <NA> 0 8 2009 WD Normal 3
## 318 <NA> 0 3 2009 WD Normal 3
## 319 <NA> 0 8 2009 ConLD Normal 2
## 320 <NA> 0 12 2009 WD Normal 3
## 321 <NA> 0 8 2009 WD Normal 3
## 322 <NA> 0 8 2009 WD Normal 3
## 323 <NA> 0 8 2009 WD Normal 3
## 324 <NA> 0 5 2009 WD Normal 3
## 325 <NA> 0 12 2009 WD Normal 3
## 326 <NA> 0 6 2009 WD Normal 3
## 327 <NA> 0 8 2009 WD Normal 3
## 328 <NA> 0 6 2009 WD Normal 3
## 329 <NA> 0 6 2009 WD Normal 3
## 330 <NA> 0 11 2009 WD Normal 3
## 331 <NA> 0 8 2009 WD Normal 3
## 332 <NA> 0 6 2009 WD Normal 3
## 333 <NA> 0 5 2009 WD Normal 3
## 334 Shed 450 9 2009 WD Normal 3
## 335 <NA> 0 4 2009 WD Normal 3
## 336 <NA> 0 4 2009 WD Normal 3
## 337 <NA> 0 12 2009 COD Abnorml 2
## 338 <NA> 0 3 2009 WD Normal 3
## 339 <NA> 0 9 2009 WD Normal 3
## 340 <NA> 0 7 2009 WD Normal 3
## 341 <NA> 0 8 2009 WD Normal 3
## 342 <NA> 0 8 2009 COD Abnorml 2
## 343 <NA> 0 3 2009 WD Normal 3
## 344 <NA> 0 11 2009 WD Normal 3
## 345 <NA> 0 4 2009 WD Normal 3
## 346 <NA> 0 6 2009 WD Normal 3
## 347 <NA> 0 6 2009 WD Normal 3
## 348 <NA> 0 7 2009 WD Normal 3
## 349 <NA> 0 3 2009 WD Normal 3
## 350 <NA> 0 10 2009 WD Normal 3
## 351 <NA> 0 10 2009 WD Normal 3
## 352 <NA> 0 7 2009 WD Normal 3
## 353 <NA> 0 3 2009 WD Normal 3
## 354 <NA> 0 11 2009 Oth Normal 1
## 355 <NA> 0 10 2009 WD Normal 3
## 356 <NA> 0 2 2009 WD Normal 3
## 357 <NA> 0 6 2009 WD Normal 3
## 358 <NA> 0 6 2009 WD Normal 3
## 359 <NA> 0 5 2009 WD Normal 3
## 360 <NA> 0 6 2009 WD Normal 3
## 361 <NA> 0 9 2009 ConLI Family 4
## 362 <NA> 0 9 2009 WD Normal 3
## 363 <NA> 0 9 2009 WD Abnorml 3
## 364 <NA> 0 9 2009 WD Normal 3
## 365 <NA> 0 5 2009 WD Normal 3
## 366 <NA> 0 6 2009 WD Normal 3
## 367 <NA> 0 3 2009 WD Abnorml 3
## 368 <NA> 0 2 2009 WD Normal 3
## 369 <NA> 0 8 2009 WD Normal 3
## 370 <NA> 0 6 2009 WD Normal 3
## 371 Shed 400 6 2009 WD Normal 3
## 372 <NA> 0 9 2009 WD Abnorml 3
## 373 <NA> 0 8 2009 WD Normal 3
## 374 <NA> 0 2 2009 WD Normal 3
## 375 <NA> 0 5 2009 WD Normal 3
## 376 <NA> 0 8 2009 WD Normal 3
## 377 <NA> 0 7 2009 COD Abnorml 2
## 378 <NA> 0 2 2009 WD Normal 3
## 379 <NA> 0 9 2009 WD Normal 3
## 380 <NA> 0 3 2009 WD Alloca 3
## 381 <NA> 0 7 2009 WD Normal 3
## 382 <NA> 0 3 2009 WD Normal 3
## 383 <NA> 0 4 2009 WD Abnorml 3
## 384 <NA> 0 6 2009 WD Normal 3
## 385 <NA> 0 7 2009 WD Normal 3
## 386 <NA> 0 3 2009 COD Normal 2
## 387 <NA> 0 10 2009 WD Normal 3
## 388 <NA> 0 6 2009 WD Normal 3
## 389 <NA> 0 10 2009 WD Normal 3
## 390 <NA> 0 2 2009 WD Normal 3
## 391 <NA> 0 7 2009 WD Normal 3
## 392 <NA> 0 9 2009 WD Normal 3
## 393 <NA> 0 2 2009 WD Normal 3
## 394 <NA> 0 7 2009 WD Normal 3
## 395 Shed 600 9 2009 WD Normal 3
## 396 <NA> 0 8 2009 WD Normal 3
## 397 <NA> 0 6 2009 WD Normal 3
## 398 <NA> 0 6 2009 WD Alloca 3
## 399 <NA> 0 6 2009 WD Alloca 3
## 400 <NA> 0 6 2009 WD Alloca 3
## 401 <NA> 0 6 2009 WD Alloca 3
## 402 <NA> 0 10 2009 WD Normal 3
## 403 <NA> 0 10 2009 WD Normal 3
## 404 <NA> 0 10 2009 WD Normal 3
## 405 <NA> 0 7 2009 New Partial 5
## 406 <NA> 0 11 2009 WD Normal 3
## 407 <NA> 0 6 2009 WD Normal 3
## 408 <NA> 0 4 2009 WD Normal 3
## 409 <NA> 0 5 2009 WD Normal 3
## 410 <NA> 0 3 2009 WD Normal 3
## 411 <NA> 0 3 2009 WD Normal 3
## 412 <NA> 0 7 2009 WD Normal 3
## 413 <NA> 0 6 2009 WD Normal 3
## 414 <NA> 0 10 2009 WD Normal 3
## 415 <NA> 0 12 2009 WD Normal 3
## 416 <NA> 0 4 2009 WD Normal 3
## 417 <NA> 0 4 2009 WD Normal 3
## 418 <NA> 0 7 2009 WD Family 3
## 419 <NA> 0 7 2009 WD Normal 3
## 420 <NA> 0 10 2009 WD Normal 3
## 421 <NA> 0 9 2009 WD Normal 3
## 422 <NA> 0 6 2009 WD Normal 3
## 423 <NA> 0 11 2009 WD Normal 3
## 424 <NA> 0 5 2009 WD Normal 3
## 425 <NA> 0 6 2009 WD Normal 3
## 426 <NA> 0 6 2009 WD Normal 3
## 427 <NA> 0 8 2009 WD Normal 3
## 428 <NA> 0 1 2009 WD Normal 3
## 429 <NA> 0 7 2009 WD Normal 3
## 430 <NA> 0 7 2009 WD Normal 3
## 431 <NA> 0 4 2009 WD Normal 3
## 432 <NA> 0 3 2009 WD Normal 3
## 433 Shed 900 6 2009 WD Normal 3
## 434 <NA> 0 8 2009 WD Normal 3
## 435 <NA> 0 5 2009 WD Normal 3
## 436 <NA> 0 9 2009 WD Normal 3
## 437 <NA> 0 7 2009 WD Abnorml 3
## 438 <NA> 0 3 2009 WD Normal 3
## 439 <NA> 0 10 2009 WD Normal 3
## 440 <NA> 0 5 2009 WD Normal 3
## 441 <NA> 0 2 2009 WD Normal 3
## 442 <NA> 0 6 2009 WD Normal 3
## 443 <NA> 0 7 2009 WD Normal 3
## 444 <NA> 0 10 2009 WD Family 3
## 445 <NA> 0 5 2009 WD Normal 3
## 446 <NA> 0 10 2009 WD Normal 3
## 447 <NA> 0 1 2009 WD Normal 3
## 448 <NA> 0 5 2009 WD Normal 3
## 449 <NA> 0 10 2009 WD Normal 3
## 450 <NA> 0 7 2009 WD Normal 3
## 451 Shed 1500 4 2009 WD Normal 3
## 452 <NA> 0 7 2009 WD Normal 3
## 453 <NA> 0 12 2009 WD Normal 3
## 454 <NA> 0 5 2009 WD Normal 3
## 455 <NA> 0 6 2009 New Partial 5
## 456 <NA> 0 3 2009 ConLD Normal 2
## 457 <NA> 0 5 2009 WD Normal 3
## 458 <NA> 0 4 2009 WD Normal 3
## 459 <NA> 0 11 2009 WD Normal 3
## 460 <NA> 0 4 2009 COD Abnorml 2
## 461 <NA> 0 7 2009 WD Normal 3
## 462 <NA> 0 1 2009 WD Normal 3
## 463 Shed 2500 2 2009 WD Normal 3
## 464 <NA> 0 7 2009 WD Normal 3
## 465 <NA> 0 2 2009 WD Abnorml 3
## 466 <NA> 0 5 2009 WD Normal 3
## 467 <NA> 0 4 2009 WD Normal 3
## 468 <NA> 0 3 2009 WD Normal 3
## 469 <NA> 0 7 2009 WD Normal 3
## 470 Shed 700 8 2009 WD Normal 3
## 471 <NA> 0 6 2009 WD Normal 3
## 472 <NA> 0 7 2009 WD Normal 3
## 473 <NA> 0 4 2009 WD Normal 3
## 474 <NA> 0 4 2008 WD Normal 3
## 475 <NA> 0 10 2008 WD Normal 3
## 476 <NA> 0 5 2008 WD Normal 3
## 477 <NA> 0 11 2008 WD Normal 3
## 478 <NA> 0 11 2008 WD Normal 3
## 479 <NA> 0 7 2008 WD Normal 3
## 480 <NA> 0 8 2008 WD Normal 3
## 481 <NA> 0 4 2008 WD Family 3
## 482 <NA> 0 9 2008 WD Normal 3
## 483 <NA> 0 4 2008 WD Normal 3
## 484 <NA> 0 7 2008 WD Normal 3
## 485 <NA> 0 9 2008 WD Normal 3
## 486 Shed 750 5 2008 WD Normal 3
## 487 <NA> 0 7 2008 WD Normal 3
## 488 <NA> 0 7 2008 WD Family 3
## 489 <NA> 0 6 2008 WD Normal 3
## 490 <NA> 0 7 2008 WD Normal 3
## 491 <NA> 0 8 2008 WD Normal 3
## 492 <NA> 0 3 2008 WD Normal 3
## 493 <NA> 0 11 2008 WD Normal 3
## 494 <NA> 0 3 2008 WD Normal 3
## 495 <NA> 0 6 2008 WD Normal 3
## 496 <NA> 0 12 2008 WD Normal 3
## 497 <NA> 0 4 2008 WD Normal 3
## 498 <NA> 0 6 2008 WD Normal 3
## 499 <NA> 0 6 2008 WD Normal 3
## 500 <NA> 0 9 2008 COD Normal 2
## 501 <NA> 0 5 2008 WD Normal 3
## 502 <NA> 0 2 2008 WD Normal 3
## 503 <NA> 0 4 2008 WD Normal 3
## 504 <NA> 0 12 2008 WD Normal 3
## 505 <NA> 0 5 2008 WD Normal 3
## 506 <NA> 0 9 2008 WD Normal 3
## 507 <NA> 0 1 2008 New Partial 5
## 508 <NA> 0 8 2008 WD Normal 3
## 509 <NA> 0 5 2008 WD Normal 3
## 510 <NA> 0 10 2008 WD Abnorml 3
## 511 <NA> 0 6 2008 WD Normal 3
## 512 <NA> 0 8 2008 WD Normal 3
## 513 <NA> 0 6 2008 WD Normal 3
## 514 <NA> 0 7 2008 WD Normal 3
## 515 <NA> 0 2 2008 WD Normal 3
## 516 <NA> 0 6 2008 WD Normal 3
## 517 <NA> 0 1 2008 WD Normal 3
## 518 <NA> 0 7 2008 WD Normal 3
## 519 <NA> 0 11 2008 New Partial 5
## 520 <NA> 0 6 2008 WD Normal 3
## 521 <NA> 0 6 2008 New Partial 5
## 522 <NA> 0 6 2008 WD Normal 3
## 523 <NA> 0 2 2008 WD Normal 3
## 524 <NA> 0 10 2008 WD Normal 3
## 525 <NA> 0 8 2008 WD Normal 3
## 526 <NA> 0 5 2008 WD Normal 3
## 527 <NA> 0 3 2008 New Partial 5
## 528 <NA> 0 7 2008 WD Normal 3
## 529 <NA> 0 7 2008 WD Normal 3
## 530 <NA> 0 5 2008 WD Normal 3
## 531 <NA> 0 11 2008 New Partial 5
## 532 <NA> 0 7 2008 WD Normal 3
## 533 <NA> 0 4 2008 WD Normal 3
## 534 <NA> 0 5 2008 WD Normal 3
## 535 <NA> 0 5 2008 WD Normal 3
## 536 <NA> 0 9 2008 WD Normal 3
## 537 <NA> 0 6 2008 WD Normal 3
## 538 <NA> 0 7 2008 WD Normal 3
## 539 <NA> 0 6 2008 WD Normal 3
## 540 <NA> 0 6 2008 WD Normal 3
## 541 <NA> 0 7 2008 WD Normal 3
## 542 <NA> 0 5 2008 WD Normal 3
## 543 <NA> 0 7 2008 WD Normal 3
## 544 <NA> 0 2 2008 New Partial 5
## 545 <NA> 0 8 2008 WD Normal 3
## 546 <NA> 0 7 2008 New Partial 5
## 547 <NA> 0 6 2008 WD Normal 3
## 548 <NA> 0 4 2008 New Partial 5
## 549 <NA> 0 7 2008 WD Normal 3
## 550 <NA> 0 7 2008 WD Normal 3
## 551 <NA> 0 6 2008 WD Normal 3
## 552 <NA> 0 3 2008 WD Normal 3
## 553 <NA> 0 4 2008 WD Normal 3
## 554 <NA> 0 10 2008 WD Normal 3
## 555 Shed 2000 11 2008 WD Normal 3
## 556 <NA> 0 9 2008 WD Normal 3
## 557 <NA> 0 5 2008 WD Normal 3
## 558 Shed 400 8 2008 WD Normal 3
## 559 <NA> 0 7 2008 WD Normal 3
## 560 <NA> 0 4 2008 WD Normal 3
## 561 Shed 650 1 2008 COD Abnorml 2
## 562 <NA> 0 7 2008 WD Normal 3
## 563 <NA> 0 7 2008 WD Normal 3
## 564 <NA> 0 6 2008 WD Normal 3
## 565 <NA> 0 6 2008 WD Normal 3
## 566 <NA> 0 6 2008 WD Normal 3
## 567 <NA> 0 5 2008 WD Normal 3
## 568 <NA> 0 3 2008 WD Abnorml 3
## 569 <NA> 0 4 2008 WD Normal 3
## 570 <NA> 0 7 2008 WD Normal 3
## 571 <NA> 0 7 2008 WD Normal 3
## 572 <NA> 0 9 2008 WD Normal 3
## 573 <NA> 0 6 2008 WD Normal 3
## 574 <NA> 0 6 2008 WD Normal 3
## 575 <NA> 0 6 2008 WD Normal 3
## 576 <NA> 0 12 2008 WD Normal 3
## 577 <NA> 0 12 2008 ConLD Normal 2
## 578 <NA> 0 2 2008 WD Normal 3
## 579 <NA> 0 8 2008 WD Normal 3
## 580 <NA> 0 6 2008 WD Family 3
## 581 <NA> 0 5 2008 WD Normal 3
## 582 <NA> 0 4 2008 WD Normal 3
## 583 <NA> 0 5 2008 WD Normal 3
## 584 <NA> 0 10 2008 WD Family 3
## 585 Shed 450 8 2008 WD Normal 3
## 586 <NA> 0 8 2008 ConLD Normal 2
## 587 <NA> 0 6 2008 WD Normal 3
## 588 <NA> 0 7 2008 WD Normal 3
## 589 <NA> 0 11 2008 WD Normal 3
## 590 <NA> 0 5 2008 WD Normal 3
## 591 <NA> 0 3 2008 WD Normal 3
## 592 <NA> 0 5 2008 COD Abnorml 2
## 593 <NA> 0 8 2008 WD Normal 3
## 594 <NA> 0 9 2008 WD Normal 3
## 595 <NA> 0 2 2008 WD Normal 3
## 596 <NA> 0 9 2008 WD Normal 3
## 597 <NA> 0 6 2008 WD Normal 3
## 598 <NA> 0 8 2008 WD Normal 3
## 599 <NA> 0 5 2008 WD Normal 3
## 600 <NA> 0 6 2008 WD Normal 3
## 601 <NA> 0 5 2008 WD Normal 3
## 602 <NA> 0 4 2008 WD Normal 3
## 603 <NA> 0 5 2008 WD Normal 3
## 604 <NA> 0 5 2008 WD Normal 3
## 605 <NA> 0 7 2008 WD Normal 3
## 606 Shed 1500 9 2008 WD Normal 3
## 607 <NA> 0 10 2008 WD Normal 3
## 608 <NA> 0 1 2008 WD Normal 3
## 609 <NA> 0 8 2008 WD Normal 3
## 610 <NA> 0 5 2008 WD Normal 3
## 611 <NA> 0 7 2008 WD Normal 3
## 612 <NA> 0 6 2008 WD Normal 3
## 613 Shed 450 6 2008 WD Normal 3
## 614 Othr 6500 4 2008 WD Normal 3
## 615 <NA> 0 6 2008 WD Normal 3
## 616 <NA> 0 2 2008 WD Abnorml 3
## 617 <NA> 0 5 2008 WD Normal 3
## 618 <NA> 0 11 2008 WD Normal 3
## 619 <NA> 0 9 2008 WD Normal 3
## 620 <NA> 0 6 2008 WD Normal 3
## 621 <NA> 0 4 2008 WD Normal 3
## 622 <NA> 0 11 2008 WD Abnorml 3
## 623 <NA> 0 3 2008 WD Normal 3
## 624 <NA> 0 7 2008 WD Normal 3
## 625 <NA> 0 5 2008 COD Normal 2
## 626 <NA> 0 12 2008 WD Abnorml 3
## 627 <NA> 0 7 2008 WD Normal 3
## 628 <NA> 0 1 2008 WD Normal 3
## 629 <NA> 0 8 2008 WD Normal 3
## 630 <NA> 0 6 2008 WD Normal 3
## 631 <NA> 0 6 2008 WD Normal 3
## 632 <NA> 0 5 2008 WD Normal 3
## 633 <NA> 0 6 2008 WD Normal 3
## 634 <NA> 0 2 2008 WD Normal 3
## 635 <NA> 0 5 2008 Con Normal 5
## 636 <NA> 0 9 2008 WD Normal 3
## 637 <NA> 0 9 2008 WD Normal 3
## 638 <NA> 0 6 2008 WD Normal 3
## 639 <NA> 0 3 2008 WD Abnorml 3
## 640 <NA> 0 12 2008 WD Abnorml 3
## 641 <NA> 0 2 2008 WD Normal 3
## 642 <NA> 0 3 2008 WD Normal 3
## 643 <NA> 0 5 2008 WD Normal 3
## 644 <NA> 0 4 2008 WD Normal 3
## 645 <NA> 0 2 2008 WD Normal 3
## 646 <NA> 0 11 2008 ConLD Normal 2
## 647 <NA> 0 12 2008 WD Normal 3
## 648 <NA> 0 6 2008 WD Normal 3
## 649 <NA> 0 5 2008 WD Normal 3
## 650 <NA> 0 7 2008 WD Normal 3
## 651 <NA> 0 8 2008 WD Abnorml 3
## 652 <NA> 0 7 2008 WD Normal 3
## 653 <NA> 0 5 2008 WD Normal 3
## 654 Shed 400 4 2008 WD Normal 3
## 655 <NA> 0 7 2008 WD Normal 3
## 656 <NA> 0 7 2008 WD Normal 3
## 657 <NA> 0 5 2008 WD Normal 3
## 658 <NA> 0 4 2008 WD Normal 3
## 659 <NA> 0 4 2008 WD Normal 3
## 660 <NA> 0 4 2008 WD Normal 3
## 661 <NA> 0 4 2008 ConLD Abnorml 2
## 662 <NA> 0 8 2008 WD Normal 3
## 663 <NA> 0 6 2008 WD Normal 3
## 664 <NA> 0 1 2008 WD Normal 3
## 665 <NA> 0 10 2008 WD Normal 3
## 666 <NA> 0 3 2008 WD Normal 3
## 667 Shed 1000 9 2008 WD Normal 3
## 668 <NA> 0 6 2008 WD Normal 3
## 669 <NA> 0 7 2008 WD Normal 3
## 670 <NA> 0 5 2008 COD Abnorml 2
## 671 <NA> 0 11 2008 COD Normal 2
## 672 <NA> 0 4 2008 WD Normal 3
## 673 <NA> 0 7 2008 WD Normal 3
## 674 <NA> 0 8 2008 WD Family 3
## 675 <NA> 0 8 2008 ConLD Family 2
## 676 <NA> 0 5 2008 WD Normal 3
## 677 <NA> 0 9 2008 WD Abnorml 3
## 678 <NA> 0 5 2008 WD Abnorml 3
## 679 <NA> 0 12 2008 WD Normal 3
## 680 Shed 600 7 2008 WD Normal 3
## 681 <NA> 0 5 2008 WD Normal 3
## 682 <NA> 0 3 2008 WD Normal 3
## 683 <NA> 0 3 2008 WD Normal 3
## 684 <NA> 0 1 2008 WD Alloca 3
## 685 <NA> 0 5 2008 WD Normal 3
## 686 <NA> 0 6 2008 WD Normal 3
## 687 <NA> 0 12 2008 WD Abnorml 3
## 688 <NA> 0 6 2008 WD Normal 3
## 689 <NA> 0 6 2008 WD Normal 3
## 690 <NA> 0 4 2008 WD Normal 3
## 691 <NA> 0 1 2008 WD Normal 3
## 692 <NA> 0 1 2008 WD Normal 3
## 693 <NA> 0 7 2008 WD Normal 3
## 694 <NA> 0 4 2008 WD Normal 3
## 695 <NA> 0 11 2008 WD Normal 3
## 696 <NA> 0 6 2008 WD Normal 3
## 697 <NA> 0 4 2008 WD Normal 3
## 698 <NA> 0 12 2008 WD Normal 3
## 699 <NA> 0 2 2008 WD Normal 3
## 700 <NA> 0 3 2008 New Partial 5
## 701 <NA> 0 5 2008 WD Normal 3
## 702 <NA> 0 6 2008 WD Abnorml 3
## 703 <NA> 0 12 2008 New Partial 5
## 704 <NA> 0 2 2008 WD Normal 3
## 705 <NA> 0 3 2008 WD Normal 3
## 706 <NA> 0 8 2008 WD Normal 3
## 707 <NA> 0 5 2008 WD Normal 3
## 708 <NA> 0 7 2008 WD Normal 3
## 709 <NA> 0 6 2008 WD Normal 3
## 710 Shed 4500 5 2008 WD Normal 3
## 711 <NA> 0 5 2008 WD Normal 3
## 712 <NA> 0 9 2008 WD Abnorml 3
## 713 <NA> 0 8 2008 WD Normal 3
## 714 <NA> 0 6 2008 WD Normal 3
## 715 <NA> 0 1 2008 WD Normal 3
## 716 <NA> 0 6 2008 WD Normal 3
## 717 <NA> 0 8 2008 WD Normal 3
## 718 <NA> 0 6 2008 WD Normal 3
## 719 <NA> 0 2 2008 WD Normal 3
## 720 <NA> 0 7 2008 WD Abnorml 3
## 721 <NA> 0 6 2008 WD Normal 3
## 722 <NA> 0 2 2008 WD Normal 3
## 723 <NA> 0 6 2008 WD Normal 3
## 724 <NA> 0 4 2008 COD Abnorml 2
## 725 <NA> 0 4 2008 WD Family 3
## 726 <NA> 0 5 2008 WD Normal 3
## 727 <NA> 0 11 2008 WD Normal 3
## 728 <NA> 0 2 2008 WD Normal 3
## 729 <NA> 0 7 2008 WD Normal 3
## 730 <NA> 0 6 2008 WD AdjLand 3
## 731 <NA> 0 7 2008 WD Normal 3
## 732 <NA> 0 5 2008 WD Normal 3
## 733 <NA> 0 1 2008 WD Family 3
## 734 <NA> 0 4 2008 WD Normal 3
## 735 Gar2 3000 5 2008 WD Normal 3
## 736 <NA> 0 11 2008 WD Abnorml 3
## 737 <NA> 0 6 2008 WD Normal 3
## 738 <NA> 0 4 2008 WD Normal 3
## 739 <NA> 0 7 2008 WD Abnorml 3
## 740 <NA> 0 7 2008 WD Normal 3
## 741 Shed 400 1 2008 WD Normal 3
## 742 <NA> 0 6 2008 WD Normal 3
## 743 <NA> 0 6 2008 WD Normal 3
## 744 <NA> 0 7 2008 WD Normal 3
## 745 <NA> 0 3 2008 WD Normal 3
## 746 <NA> 0 5 2008 WD Normal 3
## 747 <NA> 0 6 2008 WD Alloca 3
## 748 <NA> 0 4 2008 WD Normal 3
## 749 <NA> 0 4 2008 WD Normal 3
## 750 <NA> 0 12 2008 WD Normal 3
## 751 <NA> 0 7 2008 WD Normal 3
## 752 <NA> 0 7 2008 WD Normal 3
## 753 <NA> 0 7 2008 WD Normal 3
## 754 <NA> 0 7 2008 WD Normal 3
## 755 <NA> 0 5 2008 WD Normal 3
## 756 <NA> 0 1 2008 WD Normal 3
## 757 <NA> 0 2 2008 WD Abnorml 3
## 758 <NA> 0 7 2008 WD Normal 3
## 759 <NA> 0 5 2008 WD Normal 3
## 760 <NA> 0 6 2008 WD Normal 3
## 761 <NA> 0 8 2008 New Partial 5
## 762 <NA> 0 7 2008 WD Normal 3
## 763 <NA> 0 9 2008 WD Normal 3
## 764 <NA> 0 9 2008 WD Normal 3
## 765 <NA> 0 11 2008 WD Abnorml 3
## 766 <NA> 0 7 2008 WD Normal 3
## 767 <NA> 0 7 2008 WD Normal 3
## 768 <NA> 0 4 2008 WD Normal 3
## 769 <NA> 0 1 2008 New Partial 5
## 770 <NA> 0 4 2008 WD Normal 3
## 771 <NA> 0 10 2008 New Partial 5
## 772 <NA> 0 7 2008 WD Normal 3
## 773 <NA> 0 3 2008 WD Normal 3
## 774 <NA> 0 6 2008 WD Normal 3
## 775 <NA> 0 12 2008 WD Normal 3
## 776 <NA> 0 1 2008 WD Normal 3
## 777 <NA> 0 6 2008 WD Normal 3
## 778 <NA> 0 11 2008 WD Alloca 3
## 779 <NA> 0 2 2008 WD Abnorml 3
## 780 <NA> 0 4 2008 WD Normal 3
## 781 <NA> 0 11 2008 ConLD Normal 2
## 782 <NA> 0 6 2008 WD Normal 3
## 783 <NA> 0 5 2008 WD Normal 3
## 784 <NA> 0 6 2008 WD Normal 3
## 785 <NA> 0 7 2008 WD Normal 3
## 786 Shed 500 2 2008 WD Normal 3
## 787 <NA> 0 3 2008 WD Normal 3
## 788 <NA> 0 4 2008 WD Normal 3
## 789 <NA> 0 7 2008 WD Normal 3
## 790 <NA> 0 4 2008 WD Normal 3
## 791 <NA> 0 1 2008 WD Normal 3
## 792 <NA> 0 3 2007 WD Normal 3
## 793 <NA> 0 3 2007 WD Normal 3
## 794 <NA> 0 3 2007 WD Normal 3
## 795 <NA> 0 4 2007 WD Abnorml 3
## 796 <NA> 0 8 2007 WD Normal 3
## 797 <NA> 0 8 2007 WD Normal 3
## 798 <NA> 0 8 2007 WD Normal 3
## 799 <NA> 0 7 2007 WD Normal 3
## 800 <NA> 0 3 2007 WD Alloca 3
## 801 <NA> 0 10 2007 WD Normal 3
## 802 <NA> 0 8 2007 WD Normal 3
## 803 <NA> 0 7 2007 WD Normal 3
## 804 <NA> 0 6 2007 New Partial 5
## 805 <NA> 0 11 2007 WD Normal 3
## 806 <NA> 0 3 2007 WD Normal 3
## 807 <NA> 0 1 2007 WD Normal 3
## 808 <NA> 0 10 2007 New Partial 5
## 809 <NA> 0 4 2007 COD Abnorml 2
## 810 <NA> 0 3 2007 WD Normal 3
## 811 <NA> 0 9 2007 WD Normal 3
## 812 <NA> 0 3 2007 WD Normal 3
## 813 <NA> 0 8 2007 WD Normal 3
## 814 <NA> 0 8 2007 WD Normal 3
## 815 <NA> 0 9 2007 WD Normal 3
## 816 <NA> 0 2 2007 WD Normal 3
## 817 <NA> 0 11 2007 WD Normal 3
## 818 <NA> 0 9 2007 WD Normal 3
## 819 <NA> 0 10 2007 WD Normal 3
## 820 <NA> 0 7 2007 WD Normal 3
## 821 <NA> 0 7 2007 WD Normal 3
## 822 <NA> 0 10 2007 WD Normal 3
## 823 <NA> 0 2 2007 WD Normal 3
## 824 <NA> 0 12 2007 WD Normal 3
## 825 <NA> 0 4 2007 WD Normal 3
## 826 <NA> 0 11 2007 WD Normal 3
## 827 <NA> 0 8 2007 New Partial 5
## 828 <NA> 0 6 2007 New Partial 5
## 829 <NA> 0 11 2007 New Partial 5
## 830 <NA> 0 12 2007 New Partial 5
## 831 <NA> 0 3 2007 New Partial 5
## 832 <NA> 0 8 2007 WD Normal 3
## 833 <NA> 0 10 2007 New Partial 5
## 834 <NA> 0 5 2007 WD Normal 3
## 835 <NA> 0 8 2007 New Partial 5
## 836 <NA> 0 6 2007 New Partial 5
## 837 <NA> 0 9 2007 New Partial 5
## 838 <NA> 0 6 2007 WD Normal 3
## 839 <NA> 0 8 2007 WD Normal 3
## 840 <NA> 0 1 2007 WD Normal 3
## 841 <NA> 0 8 2007 New Partial 5
## 842 <NA> 0 5 2007 WD Normal 3
## 843 <NA> 0 1 2007 WD Normal 3
## 844 <NA> 0 2 2007 New Partial 5
## 845 <NA> 0 8 2007 New Partial 5
## 846 <NA> 0 5 2007 WD Normal 3
## 847 <NA> 0 6 2007 WD Normal 3
## 848 <NA> 0 5 2007 CWD Normal 4
## 849 <NA> 0 5 2007 WD Normal 3
## 850 <NA> 0 9 2007 New Partial 5
## 851 <NA> 0 3 2007 WD Normal 3
## 852 <NA> 0 5 2007 New Partial 5
## 853 <NA> 0 6 2007 WD Normal 3
## 854 <NA> 0 5 2007 New Partial 5
## 855 <NA> 0 3 2007 New Partial 5
## 856 <NA> 0 6 2007 New Partial 5
## 857 Shed 2000 6 2007 WD Normal 3
## 858 <NA> 0 12 2007 New Partial 5
## 859 <NA> 0 7 2007 New Partial 5
## 860 <NA> 0 8 2007 New Partial 5
## 861 <NA> 0 11 2007 WD Normal 3
## 862 <NA> 0 8 2007 New Partial 5
## 863 <NA> 0 4 2007 WD Normal 3
## 864 <NA> 0 6 2007 WD Family 3
## 865 <NA> 0 4 2007 New Partial 5
## 866 <NA> 0 10 2007 WD Normal 3
## 867 <NA> 0 7 2007 WD Normal 3
## 868 <NA> 0 7 2007 WD Normal 3
## 869 <NA> 0 6 2007 WD Normal 3
## 870 <NA> 0 5 2007 WD Normal 3
## 871 <NA> 0 6 2007 WD Normal 3
## 872 <NA> 0 7 2007 WD Normal 3
## 873 <NA> 0 1 2007 WD Normal 3
## 874 <NA> 0 5 2007 WD Normal 3
## 875 <NA> 0 9 2007 WD Normal 3
## 876 <NA> 0 5 2007 WD Normal 3
## 877 <NA> 0 9 2007 New Partial 5
## 878 <NA> 0 7 2007 New Partial 5
## 879 <NA> 0 1 2007 WD Family 3
## 880 <NA> 0 10 2007 New Partial 5
## 881 <NA> 0 9 2007 New Partial 5
## 882 <NA> 0 12 2007 WD Normal 3
## 883 <NA> 0 4 2007 WD Normal 3
## 884 <NA> 0 7 2007 WD Family 3
## 885 <NA> 0 3 2007 WD Normal 3
## 886 <NA> 0 11 2007 New Partial 5
## 887 <NA> 0 6 2007 New Partial 5
## 888 <NA> 0 11 2007 New Partial 5
## 889 <NA> 0 7 2007 New Partial 5
## 890 <NA> 0 12 2007 New Partial 5
## 891 <NA> 0 5 2007 New Partial 5
## 892 <NA> 0 4 2007 WD Normal 3
## 893 <NA> 0 6 2007 WD Normal 3
## 894 <NA> 0 6 2007 New Partial 5
## 895 <NA> 0 10 2007 WD Normal 3
## 896 <NA> 0 5 2007 WD Normal 3
## 897 <NA> 0 6 2007 WD Normal 3
## 898 <NA> 0 5 2007 WD Normal 3
## 899 <NA> 0 7 2007 WD Normal 3
## 900 <NA> 0 3 2007 WD Normal 3
## 901 <NA> 0 6 2007 WD Normal 3
## 902 <NA> 0 2 2007 WD Normal 3
## 903 <NA> 0 8 2007 WD Normal 3
## 904 <NA> 0 1 2007 WD Abnorml 3
## 905 <NA> 0 7 2007 WD Normal 3
## 906 <NA> 0 2 2007 New Partial 5
## 907 <NA> 0 2 2007 New Partial 5
## 908 <NA> 0 8 2007 New Partial 5
## 909 <NA> 0 7 2007 New Partial 5
## 910 <NA> 0 9 2007 WD Normal 3
## 911 <NA> 0 9 2007 WD Normal 3
## 912 <NA> 0 12 2007 COD Normal 2
## 913 <NA> 0 8 2007 WD Normal 3
## 914 <NA> 0 6 2007 WD Normal 3
## 915 <NA> 0 5 2007 WD Normal 3
## 916 <NA> 0 3 2007 WD Normal 3
## 917 <NA> 0 3 2007 WD Normal 3
## 918 <NA> 0 9 2007 CWD Normal 4
## 919 <NA> 0 6 2007 WD Normal 3
## 920 <NA> 0 1 2007 WD Normal 3
## 921 <NA> 0 4 2007 WD Normal 3
## 922 <NA> 0 5 2007 WD Normal 3
## 923 <NA> 0 7 2007 WD Normal 3
## 924 <NA> 0 8 2007 WD Normal 3
## 925 Shed 400 11 2007 WD Normal 3
## 926 <NA> 0 2 2007 COD Normal 2
## 927 <NA> 0 3 2007 WD Normal 3
## 928 <NA> 0 4 2007 WD Normal 3
## 929 <NA> 0 1 2007 WD Normal 3
## 930 <NA> 0 8 2007 CWD Normal 4
## 931 <NA> 0 2 2007 WD Normal 3
## 932 <NA> 0 1 2007 WD Normal 3
## 933 <NA> 0 10 2007 CWD Normal 4
## 934 <NA> 0 5 2007 WD Normal 3
## 935 <NA> 0 7 2007 WD Normal 3
## 936 <NA> 0 8 2007 WD Normal 3
## 937 <NA> 0 7 2007 WD Normal 3
## 938 <NA> 0 10 2007 WD Normal 3
## 939 <NA> 0 4 2007 WD Normal 3
## 940 Shed 2000 7 2007 WD Normal 3
## 941 <NA> 0 7 2007 COD Normal 2
## 942 <NA> 0 10 2007 WD Normal 3
## 943 <NA> 0 5 2007 WD Normal 3
## 944 <NA> 0 6 2007 WD Normal 3
## 945 <NA> 0 5 2007 WD Normal 3
## 946 <NA> 0 9 2007 WD Normal 3
## 947 <NA> 0 12 2007 WD Normal 3
## 948 <NA> 0 7 2007 WD Normal 3
## 949 <NA> 0 6 2007 WD Normal 3
## 950 <NA> 0 4 2007 WD Normal 3
## 951 <NA> 0 4 2007 WD Normal 3
## 952 <NA> 0 6 2007 COD Normal 2
## 953 <NA> 0 8 2007 WD Normal 3
## 954 <NA> 0 7 2007 WD Normal 3
## 955 <NA> 0 12 2007 WD Normal 3
## 956 <NA> 0 4 2007 WD Normal 3
## 957 <NA> 0 6 2007 WD Normal 3
## 958 <NA> 0 6 2007 WD Normal 3
## 959 <NA> 0 8 2007 WD Normal 3
## 960 <NA> 0 3 2007 WD Normal 3
## 961 <NA> 0 2 2007 WD Normal 3
## 962 Shed 400 6 2007 WD Normal 3
## 963 <NA> 0 4 2007 WD Normal 3
## 964 <NA> 0 6 2007 WD Normal 3
## 965 <NA> 0 11 2007 WD Family 3
## 966 <NA> 0 8 2007 WD Abnorml 3
## 967 <NA> 0 7 2007 WD Normal 3
## 968 <NA> 0 10 2007 WD Normal 3
## 969 <NA> 0 2 2007 COD Abnorml 2
## 970 <NA> 0 8 2007 WD Normal 3
## 971 <NA> 0 11 2007 WD Normal 3
## 972 Shed 0 7 2007 WD Normal 3
## 973 <NA> 0 3 2007 WD Normal 3
## 974 <NA> 0 5 2007 WD Family 3
## 975 <NA> 0 11 2007 WD Normal 3
## 976 <NA> 0 7 2007 WD Normal 3
## 977 <NA> 0 12 2007 WD Normal 3
## 978 <NA> 0 10 2007 WD Normal 3
## 979 <NA> 0 4 2007 WD Normal 3
## 980 <NA> 0 7 2007 WD Normal 3
## 981 <NA> 0 2 2007 WD Normal 3
## 982 <NA> 0 7 2007 WD Normal 3
## 983 <NA> 0 5 2007 WD Normal 3
## 984 <NA> 0 6 2007 WD Normal 3
## 985 <NA> 0 5 2007 ConLw Normal 2
## 986 <NA> 0 5 2007 WD Normal 3
## 987 <NA> 0 5 2007 WD Normal 3
## 988 <NA> 0 3 2007 WD Abnorml 3
## 989 <NA> 0 6 2007 WD Normal 3
## 990 <NA> 0 11 2007 WD Normal 3
## 991 <NA> 0 7 2007 WD Partial 3
## 992 <NA> 0 2 2007 WD Normal 3
## 993 <NA> 0 5 2007 WD Normal 3
## 994 <NA> 0 5 2007 WD Normal 3
## 995 <NA> 0 8 2007 WD Normal 3
## 996 <NA> 0 3 2007 WD Normal 3
## 997 <NA> 0 3 2007 CWD Normal 4
## 998 <NA> 0 2 2007 WD Normal 3
## 999 <NA> 0 7 2007 WD Normal 3
## 1000 <NA> 0 3 2007 WD Normal 3
## 1001 <NA> 0 7 2007 WD Normal 3
## 1002 <NA> 0 7 2007 WD Normal 3
## 1003 <NA> 0 8 2007 WD Normal 3
## 1004 <NA> 0 5 2007 WD Normal 3
## 1005 <NA> 0 2 2007 WD Normal 3
## 1006 <NA> 0 10 2007 ConLw Family 2
## 1007 <NA> 0 9 2007 WD Normal 3
## 1008 <NA> 0 9 2007 WD AdjLand 3
## 1009 <NA> 0 9 2007 WD AdjLand 3
## 1010 <NA> 0 4 2007 WD Normal 3
## 1011 <NA> 0 4 2007 WD Normal 3
## 1012 <NA> 0 5 2007 WD Normal 3
## 1013 <NA> 0 2 2007 COD Abnorml 2
## 1014 <NA> 0 9 2007 COD Abnorml 2
## 1015 <NA> 0 4 2007 WD Normal 3
## 1016 <NA> 0 7 2007 WD Normal 3
## 1017 <NA> 0 3 2007 WD Normal 3
## 1018 <NA> 0 11 2007 WD Normal 3
## 1019 <NA> 0 7 2007 WD Normal 3
## 1020 <NA> 0 5 2007 WD Normal 3
## 1021 <NA> 0 2 2007 WD Normal 3
## 1022 <NA> 0 5 2007 WD Normal 3
## 1023 <NA> 0 1 2007 WD Normal 3
## 1024 <NA> 0 6 2007 WD Normal 3
## 1025 <NA> 0 7 2007 WD Normal 3
## 1026 <NA> 0 12 2007 WD Normal 3
## 1027 Shed 500 5 2007 WD Normal 3
## 1028 <NA> 0 7 2007 WD Normal 3
## 1029 <NA> 0 10 2007 WD Normal 3
## 1030 <NA> 0 10 2007 <NA> Normal NA
## 1031 <NA> 0 5 2007 WD Normal 3
## 1032 <NA> 0 2 2007 WD Normal 3
## 1033 <NA> 0 7 2007 WD Normal 3
## 1034 <NA> 0 3 2007 COD Normal 2
## 1035 <NA> 0 7 2007 WD Normal 3
## 1036 <NA> 0 7 2007 WD Normal 3
## 1037 <NA> 0 5 2007 WD Normal 3
## 1038 <NA> 0 5 2007 WD Normal 3
## 1039 <NA> 0 8 2007 WD Normal 3
## 1040 <NA> 0 7 2007 WD Normal 3
## 1041 <NA> 0 4 2007 WD Normal 3
## 1042 <NA> 0 7 2007 WD Normal 3
## 1043 <NA> 0 3 2007 WD Normal 3
## 1044 <NA> 0 4 2007 WD Normal 3
## 1045 <NA> 0 7 2007 CWD Normal 4
## 1046 <NA> 0 9 2007 New Partial 5
## 1047 <NA> 0 6 2007 New Partial 5
## 1048 <NA> 0 9 2007 New Partial 5
## 1049 <NA> 0 6 2007 WD Normal 3
## 1050 <NA> 0 6 2007 WD Normal 3
## 1051 <NA> 0 7 2007 WD Normal 3
## 1052 <NA> 0 10 2007 WD Normal 3
## 1053 <NA> 0 5 2007 WD Normal 3
## 1054 <NA> 0 5 2007 WD Normal 3
## 1055 <NA> 0 8 2007 WD Normal 3
## 1056 <NA> 0 5 2007 WD Normal 3
## 1057 <NA> 0 7 2007 WD Normal 3
## 1058 <NA> 0 7 2007 WD Normal 3
## 1059 <NA> 0 3 2007 WD Normal 3
## 1060 <NA> 0 3 2007 WD Normal 3
## 1061 <NA> 0 2 2007 WD Normal 3
## 1062 <NA> 0 7 2007 WD Normal 3
## 1063 <NA> 0 8 2007 WD Family 3
## 1064 <NA> 0 7 2007 WD Normal 3
## 1065 <NA> 0 6 2007 WD Normal 3
## 1066 <NA> 0 1 2007 WD Normal 3
## 1067 <NA> 0 1 2007 WD Normal 3
## 1068 <NA> 0 9 2007 Con Normal 5
## 1069 <NA> 0 9 2007 WD Normal 3
## 1070 <NA> 0 10 2007 WD Normal 3
## 1071 <NA> 0 1 2007 WD Normal 3
## 1072 <NA> 0 6 2007 WD Normal 3
## 1073 <NA> 0 8 2007 WD Normal 3
## 1074 <NA> 0 6 2007 WD Normal 3
## 1075 <NA> 0 1 2007 WD Normal 3
## 1076 <NA> 0 6 2007 WD Normal 3
## 1077 <NA> 0 1 2007 WD Normal 3
## 1078 <NA> 0 6 2007 New Partial 5
## 1079 <NA> 0 10 2007 WD Normal 3
## 1080 <NA> 0 7 2007 New Partial 5
## 1081 <NA> 0 5 2007 WD Normal 3
## 1082 <NA> 0 6 2007 WD Normal 3
## 1083 Shed 450 8 2007 WD Abnorml 3
## 1084 <NA> 0 6 2007 COD Normal 2
## 1085 <NA> 0 7 2007 WD Normal 3
## 1086 <NA> 0 6 2007 WD Normal 3
## 1087 <NA> 0 4 2007 WD Normal 3
## 1088 <NA> 0 2 2007 WD Normal 3
## 1089 <NA> 0 5 2007 WD Normal 3
## 1090 <NA> 17000 10 2007 New Partial 5
## 1091 <NA> 0 5 2007 WD Normal 3
## 1092 <NA> 0 12 2007 WD Normal 3
## 1093 <NA> 0 9 2007 WD Normal 3
## 1094 <NA> 0 7 2007 WD Abnorml 3
## 1095 <NA> 0 8 2007 WD Normal 3
## 1096 <NA> 0 7 2007 WD Normal 3
## 1097 <NA> 0 10 2007 COD Family 2
## 1098 Shed 1512 1 2007 WD AdjLand 3
## 1099 <NA> 0 4 2007 WD Normal 3
## 1100 <NA> 0 8 2007 WD Normal 3
## 1101 <NA> 0 6 2007 WD Normal 3
## 1102 <NA> 0 4 2007 CWD Normal 4
## 1103 <NA> 0 7 2007 WD Normal 3
## 1104 <NA> 0 10 2007 WD Normal 3
## 1105 <NA> 0 6 2007 WD Normal 3
## 1106 <NA> 0 11 2007 WD Normal 3
## 1107 <NA> 0 10 2007 WD Normal 3
## 1108 <NA> 0 5 2007 WD Normal 3
## 1109 <NA> 0 9 2007 CWD Normal 4
## 1110 <NA> 0 12 2007 WD Normal 3
## 1111 <NA> 0 6 2007 WD Normal 3
## 1112 <NA> 0 3 2007 WD Normal 3
## 1113 <NA> 0 2 2007 WD Normal 3
## 1114 <NA> 0 8 2007 WD Normal 3
## 1115 <NA> 0 5 2007 WD Normal 3
## 1116 <NA> 0 9 2007 WD Normal 3
## 1117 <NA> 0 3 2007 WD Alloca 3
## 1118 <NA> 0 9 2007 WD Normal 3
## 1119 <NA> 0 3 2007 WD Normal 3
## 1120 <NA> 0 6 2007 WD Normal 3
## 1121 <NA> 0 8 2007 WD Abnorml 3
## 1122 <NA> 0 11 2007 WD Normal 3
## 1123 <NA> 0 10 2007 New Partial 5
## 1124 <NA> 0 1 2007 WD Normal 3
## 1125 <NA> 0 12 2007 WD Normal 3
## 1126 <NA> 0 7 2007 WD Normal 3
## 1127 <NA> 0 5 2007 WD Normal 3
## 1128 <NA> 0 3 2007 WD Normal 3
## 1129 <NA> 0 4 2007 WD Normal 3
## 1130 <NA> 0 10 2007 WD Normal 3
## 1131 <NA> 0 7 2007 WD Normal 3
## 1132 <NA> 0 4 2007 New Partial 5
## 1133 <NA> 0 9 2007 New Partial 5
## 1134 <NA> 0 7 2007 WD Normal 3
## 1135 <NA> 0 1 2007 WD Normal 3
## 1136 <NA> 0 4 2007 WD Normal 3
## 1137 <NA> 0 11 2007 WD Normal 3
## 1138 <NA> 0 7 2007 WD Normal 3
## 1139 <NA> 0 9 2007 New Partial 5
## 1140 <NA> 0 6 2007 WD Normal 3
## 1141 <NA> 0 6 2007 WD Normal 3
## 1142 <NA> 0 5 2007 WD Normal 3
## 1143 <NA> 0 7 2007 WD Normal 3
## 1144 <NA> 0 5 2007 WD Normal 3
## 1145 <NA> 0 4 2007 COD Normal 2
## 1146 <NA> 0 7 2007 WD Normal 3
## 1147 <NA> 0 9 2007 WD Normal 3
## 1148 <NA> 0 5 2007 WD Normal 3
## 1149 <NA> 0 6 2007 WD Normal 3
## 1150 <NA> 0 9 2007 WD Normal 3
## 1151 <NA> 0 11 2007 COD Abnorml 2
## 1152 <NA> 0 6 2007 WD Normal 3
## 1153 <NA> 0 5 2007 WD Normal 3
## 1154 <NA> 0 12 2007 WD Normal 3
## 1155 <NA> 0 5 2006 WD Normal 3
## 1156 <NA> 0 8 2006 WD Normal 3
## 1157 <NA> 0 6 2006 WD Normal 3
## 1158 <NA> 0 10 2006 WD Abnorml 3
## 1159 <NA> 0 3 2006 WD Normal 3
## 1160 <NA> 0 5 2006 WD Normal 3
## 1161 <NA> 0 2 2006 WD Normal 3
## 1162 <NA> 0 5 2006 WD Normal 3
## 1163 <NA> 0 1 2006 WD Normal 3
## 1164 <NA> 0 5 2006 New Partial 5
## 1165 <NA> 0 12 2006 WD Normal 3
## 1166 <NA> 0 7 2006 WD Normal 3
## 1167 <NA> 0 8 2006 WD Normal 3
## 1168 <NA> 0 3 2006 New Partial 5
## 1169 <NA> 0 9 2006 New Partial 5
## 1170 <NA> 0 7 2006 New Partial 5
## 1171 <NA> 0 7 2006 New Partial 5
## 1172 <NA> 0 1 2006 New Partial 5
## 1173 <NA> 0 8 2006 WD Normal 3
## 1174 <NA> 0 9 2006 WD Normal 3
## 1175 <NA> 0 6 2006 WD Normal 3
## 1176 <NA> 0 7 2006 WD Normal 3
## 1177 <NA> 0 7 2006 WD Normal 3
## 1178 <NA> 0 6 2006 New Partial 5
## 1179 <NA> 0 6 2006 WD Normal 3
## 1180 <NA> 0 6 2006 WD Normal 3
## 1181 <NA> 0 3 2006 WD Normal 3
## 1182 <NA> 0 9 2006 WD Normal 3
## 1183 <NA> 0 12 2006 WD Normal 3
## 1184 <NA> 0 6 2006 WD Normal 3
## 1185 <NA> 0 7 2006 WD Normal 3
## 1186 <NA> 0 7 2006 WD Normal 3
## 1187 <NA> 0 10 2006 WD Normal 3
## 1188 <NA> 0 7 2006 WD Normal 3
## 1189 <NA> 0 9 2006 WD Normal 3
## 1190 <NA> 0 4 2006 WD Normal 3
## 1191 <NA> 0 7 2006 WD Normal 3
## 1192 <NA> 0 8 2006 New Partial 5
## 1193 <NA> 0 7 2006 WD Normal 3
## 1194 <NA> 0 9 2006 New Partial 5
## 1195 <NA> 0 6 2006 WD Normal 3
## 1196 <NA> 0 8 2006 New Partial 5
## 1197 <NA> 0 5 2006 New Partial 5
## 1198 <NA> 0 7 2006 New Partial 5
## 1199 <NA> 0 11 2006 New Partial 5
## 1200 <NA> 0 8 2006 New Partial 5
## 1201 <NA> 0 3 2006 New Partial 5
## 1202 <NA> 0 8 2006 WD Normal 3
## 1203 <NA> 0 2 2006 WD Normal 3
## 1204 <NA> 0 3 2006 WD Normal 3
## vnMSZoning predictHousePrice
## 1 3 114257.39
## 2 4 164553.07
## 3 4 170015.59
## 4 4 191515.84
## 5 4 244278.02
## 6 4 179880.87
## 7 4 163914.01
## 8 4 171709.57
## 9 4 185225.69
## 10 4 112228.52
## 11 3 190243.86
## 12 2 99495.38
## 13 2 93354.46
## 14 4 159020.40
## 15 4 129241.55
## 16 4 389984.87
## 17 4 248029.51
## 18 4 337964.80
## 19 4 327833.15
## 20 4 428829.36
## 21 4 290210.72
## 22 4 236070.31
## 23 4 182177.24
## 24 4 170732.25
## 25 4 180086.27
## 26 4 205742.95
## 27 4 365195.01
## 28 4 230067.23
## 29 5 193557.10
## 30 5 236826.55
## 31 4 200633.06
## 32 3 123590.36
## 33 4 177064.83
## 34 4 312183.45
## 35 4 308756.66
## 36 5 250033.40
## 37 5 208893.31
## 38 5 181209.16
## 39 5 181209.16
## 40 5 171092.40
## 41 5 183547.14
## 42 5 173978.72
## 43 5 255260.91
## 44 5 230947.90
## 45 5 210809.51
## 46 4 196110.13
## 47 4 228281.83
## 48 4 189642.98
## 49 4 167682.66
## 50 4 140592.89
## 51 4 138142.44
## 52 4 169381.75
## 53 4 164106.11
## 54 4 NA
## 55 4 192045.79
## 56 4 155714.96
## 57 4 151444.87
## 58 4 161619.57
## 59 4 192738.84
## 60 4 133739.32
## 61 4 137923.00
## 62 4 165800.55
## 63 4 122280.77
## 64 4 114015.16
## 65 4 118740.34
## 66 4 120207.14
## 67 4 95730.65
## 68 4 139419.64
## 69 4 135999.12
## 70 4 163026.54
## 71 2 123120.59
## 72 2 NA
## 73 2 139320.44
## 74 2 117445.34
## 75 2 146516.62
## 76 2 113734.28
## 77 2 48102.24
## 78 2 169015.00
## 79 2 188312.17
## 80 2 NA
## 81 2 128294.81
## 82 2 149445.78
## 83 4 202877.66
## 84 2 98401.55
## 85 2 129847.70
## 86 2 132486.08
## 87 2 147601.15
## 88 2 147964.24
## 89 2 120987.03
## 90 2 142488.40
## 91 2 115495.87
## 92 2 134043.38
## 93 2 NA
## 94 2 123571.44
## 95 4 191762.21
## 96 4 NA
## 97 4 NA
## 98 4 99273.81
## 99 1 NA
## 100 3 129458.66
## 101 4 NA
## 102 4 128226.97
## 103 4 117438.62
## 104 4 160178.50
## 105 4 143114.85
## 106 4 208775.95
## 107 4 87032.37
## 108 4 235130.29
## 109 4 101965.84
## 110 4 121008.67
## 111 4 110881.18
## 112 4 122989.71
## 113 4 176547.10
## 114 4 122914.65
## 115 4 197289.54
## 116 4 196144.56
## 117 4 189821.17
## 118 4 148142.11
## 119 4 134490.49
## 120 4 197982.96
## 121 4 135034.40
## 122 4 127928.29
## 123 4 251095.54
## 124 4 234117.55
## 125 2 157875.40
## 126 4 NA
## 127 4 86889.27
## 128 4 119194.26
## 129 4 83753.32
## 130 4 121792.19
## 131 4 NA
## 132 4 109997.31
## 133 4 104545.74
## 134 3 NA
## 135 4 NA
## 136 4 231633.07
## 137 4 206344.07
## 138 4 211837.82
## 139 2 158021.87
## 140 2 160404.35
## 141 2 39232.85
## 142 2 114944.46
## 143 1 71894.83
## 144 2 281970.62
## 145 4 217693.27
## 146 4 166870.43
## 147 4 207384.27
## 148 4 212334.79
## 149 4 197525.64
## 150 4 169126.65
## 151 4 138963.01
## 152 4 203906.44
## 153 4 151862.64
## 154 2 100931.56
## 155 2 NA
## 156 2 NA
## 157 2 86828.39
## 158 4 117120.99
## 159 4 125089.14
## 160 4 202924.20
## 161 4 134278.70
## 162 4 156424.26
## 163 4 222626.46
## 164 4 198424.21
## 165 4 120892.73
## 166 4 167604.05
## 167 4 181298.15
## 168 4 247352.10
## 169 4 184358.01
## 170 4 362109.52
## 171 4 256458.42
## 172 4 272264.06
## 173 4 169981.81
## 174 4 180319.82
## 175 4 181921.99
## 176 4 164653.11
## 177 4 176179.25
## 178 4 211774.37
## 179 4 182838.65
## 180 4 246220.41
## 181 4 185940.97
## 182 5 249258.96
## 183 5 240022.74
## 184 5 229354.13
## 185 4 170438.85
## 186 4 149704.75
## 187 4 163565.22
## 188 4 137678.72
## 189 4 125030.91
## 190 4 101576.20
## 191 4 101710.96
## 192 2 99764.90
## 193 2 99630.14
## 194 4 155260.90
## 195 4 147429.29
## 196 4 148679.37
## 197 4 152426.18
## 198 4 155665.37
## 199 4 130299.38
## 200 4 126078.53
## 201 4 414906.11
## 202 4 374886.76
## 203 4 375639.10
## 204 4 436532.72
## 205 4 356779.32
## 206 4 302380.77
## 207 4 363133.68
## 208 4 357174.31
## 209 4 326537.93
## 210 4 367319.62
## 211 4 255904.32
## 212 4 387766.68
## 213 4 287905.51
## 214 4 251602.80
## 215 4 211111.74
## 216 4 207658.54
## 217 4 223255.00
## 218 4 424810.70
## 219 4 359018.49
## 220 4 372960.40
## 221 4 338097.84
## 222 4 291109.97
## 223 4 225976.85
## 224 4 190242.21
## 225 4 180189.71
## 226 4 175578.06
## 227 4 180086.27
## 228 4 201068.58
## 229 4 198922.41
## 230 4 192530.90
## 231 4 183869.25
## 232 4 264019.39
## 233 4 180086.27
## 234 4 174464.61
## 235 4 168718.82
## 236 4 239170.50
## 237 4 175994.65
## 238 4 333581.57
## 239 4 318522.78
## 240 4 289884.86
## 241 4 305444.17
## 242 4 237178.68
## 243 4 240239.48
## 244 4 237442.37
## 245 4 258422.90
## 246 4 391430.27
## 247 5 247119.23
## 248 5 205641.36
## 249 5 238033.70
## 250 5 219112.74
## 251 5 267072.62
## 252 5 252828.50
## 253 5 251477.26
## 254 5 214995.14
## 255 5 206948.09
## 256 4 185707.02
## 257 4 180458.87
## 258 4 NA
## 259 4 208191.19
## 260 4 217345.36
## 261 4 175292.11
## 262 4 NA
## 263 4 154241.48
## 264 4 201753.65
## 265 4 223647.71
## 266 4 190215.50
## 267 4 179478.48
## 268 4 192116.50
## 269 4 163729.01
## 270 4 NA
## 271 4 124333.37
## 272 4 116495.32
## 273 4 116495.32
## 274 4 127969.11
## 275 4 130138.36
## 276 4 119817.65
## 277 4 282015.99
## 278 4 263253.16
## 279 5 289456.58
## 280 5 221496.74
## 281 5 187841.25
## 282 5 183547.14
## 283 5 191354.06
## 284 4 317967.58
## 285 4 251436.28
## 286 4 265017.93
## 287 4 211593.28
## 288 4 229824.49
## 289 4 149865.81
## 290 4 152062.20
## 291 4 224110.06
## 292 4 122642.37
## 293 4 159936.40
## 294 4 208825.08
## 295 4 160387.67
## 296 4 102220.87
## 297 4 112107.34
## 298 4 130375.99
## 299 4 157708.60
## 300 4 154985.60
## 301 4 141203.61
## 302 4 183233.62
## 303 4 184390.01
## 304 4 121047.69
## 305 4 177320.15
## 306 4 167113.97
## 307 4 181854.13
## 308 4 131232.33
## 309 4 167148.58
## 310 4 139942.37
## 311 4 137253.10
## 312 4 155654.95
## 313 4 122002.59
## 314 4 179018.38
## 315 4 136595.74
## 316 4 119097.87
## 317 4 98568.33
## 318 4 129335.85
## 319 4 NA
## 320 4 164219.45
## 321 4 142664.50
## 322 4 68884.56
## 323 4 125926.02
## 324 4 71787.35
## 325 4 145739.49
## 326 4 171969.98
## 327 4 157956.09
## 328 4 NA
## 329 4 108320.64
## 330 4 53612.67
## 331 4 218008.53
## 332 4 158926.18
## 333 4 126600.94
## 334 4 136845.23
## 335 4 139855.54
## 336 4 127478.19
## 337 4 134868.59
## 338 4 126830.98
## 339 4 102398.23
## 340 4 124033.16
## 341 4 127911.70
## 342 4 153521.49
## 343 4 169431.82
## 344 4 128545.48
## 345 4 139783.85
## 346 2 142097.23
## 347 2 158487.88
## 348 2 111646.80
## 349 2 NA
## 350 2 126060.02
## 351 2 NA
## 352 2 NA
## 353 2 117647.70
## 354 2 76340.27
## 355 2 NA
## 356 2 78636.06
## 357 2 111130.21
## 358 2 193945.56
## 359 2 159443.10
## 360 1 NA
## 361 2 123230.71
## 362 2 142932.82
## 363 1 NA
## 364 4 159292.34
## 365 4 137243.44
## 366 2 123314.25
## 367 2 115390.05
## 368 2 146236.98
## 369 2 121114.70
## 370 2 151875.02
## 371 2 165935.71
## 372 2 NA
## 373 2 158127.65
## 374 2 134500.07
## 375 2 NA
## 376 2 153154.32
## 377 2 NA
## 378 2 129828.10
## 379 4 78363.76
## 380 4 NA
## 381 4 115020.95
## 382 4 98154.54
## 383 4 139245.49
## 384 4 140528.25
## 385 4 156089.74
## 386 4 149673.97
## 387 4 200730.70
## 388 4 NA
## 389 4 NA
## 390 4 107227.88
## 391 4 149589.46
## 392 4 110202.05
## 393 4 125528.20
## 394 4 169763.67
## 395 4 161037.96
## 396 4 214249.44
## 397 4 NA
## 398 4 NA
## 399 4 NA
## 400 4 155275.88
## 401 4 NA
## 402 4 294336.20
## 403 4 294336.20
## 404 4 294336.20
## 405 4 331913.24
## 406 4 330770.43
## 407 4 217901.41
## 408 4 275204.76
## 409 4 193792.91
## 410 4 203690.17
## 411 4 258709.38
## 412 4 184228.56
## 413 4 231900.56
## 414 4 141567.64
## 415 4 203479.38
## 416 4 190892.93
## 417 4 203258.59
## 418 4 206538.44
## 419 4 129872.38
## 420 4 131395.07
## 421 4 213842.19
## 422 4 245284.91
## 423 4 206689.92
## 424 4 215468.22
## 425 4 225138.99
## 426 4 280114.86
## 427 4 197914.60
## 428 4 226246.13
## 429 4 181548.94
## 430 4 107899.68
## 431 2 125142.92
## 432 4 82536.38
## 433 4 120029.94
## 434 4 NA
## 435 4 132407.89
## 436 4 110053.66
## 437 3 112142.88
## 438 4 118130.84
## 439 4 170328.76
## 440 4 171561.86
## 441 4 171282.77
## 442 4 167150.89
## 443 4 241897.10
## 444 4 155650.71
## 445 4 208252.04
## 446 4 167874.40
## 447 4 209982.90
## 448 2 108930.08
## 449 2 137579.12
## 450 2 127891.66
## 451 4 215088.09
## 452 4 300497.13
## 453 2 164510.25
## 454 1 64276.59
## 455 2 333761.27
## 456 NA NA
## 457 4 235088.96
## 458 4 133151.68
## 459 4 153961.81
## 460 4 167225.88
## 461 4 369168.05
## 462 4 340247.45
## 463 4 231864.11
## 464 4 224016.66
## 465 4 236949.88
## 466 4 362492.08
## 467 4 135477.46
## 468 4 148955.12
## 469 4 111327.52
## 470 4 142870.56
## 471 4 118839.55
## 472 4 135049.71
## 473 4 153051.57
## 474 4 181693.63
## 475 4 169646.36
## 476 4 180905.30
## 477 4 182027.32
## 478 4 162849.73
## 479 4 310048.03
## 480 4 244278.02
## 481 4 182429.44
## 482 4 193216.66
## 483 4 247658.98
## 484 4 372523.60
## 485 4 388492.36
## 486 4 171634.81
## 487 4 370988.95
## 488 4 173145.12
## 489 4 236535.65
## 490 4 165860.66
## 491 4 237443.66
## 492 4 219130.89
## 493 4 171400.12
## 494 4 197316.85
## 495 4 135889.00
## 496 4 264455.57
## 497 4 168651.74
## 498 4 244856.90
## 499 4 159688.85
## 500 4 105299.72
## 501 4 112801.34
## 502 2 99764.90
## 503 2 99630.14
## 504 2 106106.33
## 505 4 151514.09
## 506 4 144559.64
## 507 4 289503.50
## 508 4 376285.76
## 509 4 377208.55
## 510 4 392144.31
## 511 4 424301.24
## 512 4 363985.73
## 513 4 292568.25
## 514 4 347240.84
## 515 4 423844.88
## 516 4 256121.37
## 517 4 339118.25
## 518 4 346389.33
## 519 4 338758.08
## 520 4 223722.87
## 521 4 360894.65
## 522 4 240563.64
## 523 4 234210.89
## 524 4 225598.37
## 525 4 190215.77
## 526 2 189535.65
## 527 4 175827.71
## 528 4 182046.97
## 529 4 204714.93
## 530 4 217990.77
## 531 4 223255.00
## 532 4 199303.39
## 533 4 187415.57
## 534 4 227527.41
## 535 4 193694.69
## 536 4 310720.83
## 537 4 383388.47
## 538 4 315538.54
## 539 4 319561.70
## 540 4 320084.41
## 541 4 296446.24
## 542 4 246822.63
## 543 4 239424.84
## 544 4 239167.17
## 545 4 260456.96
## 546 5 215370.65
## 547 5 241005.99
## 548 5 199640.34
## 549 4 190365.59
## 550 4 200763.93
## 551 4 NA
## 552 4 188846.23
## 553 4 183614.86
## 554 4 189125.64
## 555 4 199205.07
## 556 4 189026.44
## 557 4 209273.60
## 558 4 127837.99
## 559 4 126182.79
## 560 4 119165.22
## 561 4 115841.76
## 562 4 209135.58
## 563 4 157981.22
## 564 4 298842.34
## 565 4 362713.46
## 566 5 194501.68
## 567 5 169330.46
## 568 5 189460.60
## 569 5 177931.98
## 570 5 279210.10
## 571 5 254977.44
## 572 5 297582.69
## 573 5 267762.73
## 574 5 188672.97
## 575 5 214332.30
## 576 5 214623.88
## 577 5 215651.68
## 578 5 338898.21
## 579 4 238261.65
## 580 4 321328.14
## 581 4 306179.14
## 582 5 207352.86
## 583 4 169683.76
## 584 4 189829.30
## 585 4 200827.61
## 586 4 167175.76
## 587 4 140380.59
## 588 4 114133.96
## 589 4 170797.41
## 590 4 188270.48
## 591 4 NA
## 592 4 132083.01
## 593 4 141901.34
## 594 4 89949.34
## 595 4 150625.90
## 596 4 141736.56
## 597 4 125825.16
## 598 4 194958.77
## 599 4 135661.26
## 600 4 160301.93
## 601 4 170917.77
## 602 4 130745.15
## 603 4 119217.56
## 604 4 130424.21
## 605 4 117603.66
## 606 4 181475.03
## 607 4 NA
## 608 4 176094.50
## 609 4 NA
## 610 4 105640.68
## 611 4 67897.74
## 612 4 121325.99
## 613 4 132425.17
## 614 4 168854.38
## 615 4 138666.02
## 616 4 107807.04
## 617 4 150930.85
## 618 4 123336.06
## 619 4 143785.16
## 620 4 130577.63
## 621 4 143534.76
## 622 4 NA
## 623 4 145326.41
## 624 4 108843.66
## 625 4 129447.51
## 626 2 117873.47
## 627 2 117343.05
## 628 2 112286.73
## 629 2 78497.81
## 630 2 137592.52
## 631 2 NA
## 632 2 121421.61
## 633 2 162015.22
## 634 2 NA
## 635 2 136130.65
## 636 2 86248.55
## 637 2 NA
## 638 2 127853.13
## 639 2 29687.07
## 640 2 NA
## 641 2 122536.48
## 642 2 141088.06
## 643 2 88318.52
## 644 2 167710.30
## 645 2 NA
## 646 2 47525.50
## 647 2 200729.26
## 648 2 98859.02
## 649 2 96974.63
## 650 4 121270.44
## 651 2 179708.33
## 652 4 154725.28
## 653 2 132726.51
## 654 2 131382.10
## 655 2 172613.46
## 656 2 112811.80
## 657 2 151737.51
## 658 2 142918.90
## 659 2 128978.10
## 660 2 121738.34
## 661 2 NA
## 662 2 106345.61
## 663 2 NA
## 664 2 191943.50
## 665 2 148406.13
## 666 4 168916.88
## 667 2 NA
## 668 2 134984.08
## 669 2 99387.45
## 670 2 142546.03
## 671 2 171159.26
## 672 2 116848.94
## 673 2 119382.30
## 674 2 124730.02
## 675 2 77558.19
## 676 2 NA
## 677 4 124480.74
## 678 4 137899.56
## 679 4 144669.33
## 680 4 138595.74
## 681 4 140423.46
## 682 4 134287.30
## 683 4 134917.78
## 684 4 132093.19
## 685 4 142284.42
## 686 4 145858.15
## 687 4 187491.74
## 688 4 142244.11
## 689 4 128430.23
## 690 4 222332.24
## 691 4 121685.66
## 692 4 NA
## 693 4 145869.09
## 694 4 NA
## 695 4 119142.91
## 696 4 254584.98
## 697 4 211135.67
## 698 4 225297.05
## 699 4 221631.31
## 700 4 191953.97
## 701 4 227528.58
## 702 4 312499.01
## 703 4 339915.96
## 704 4 220497.78
## 705 4 198961.26
## 706 4 137540.32
## 707 4 203690.99
## 708 4 199278.95
## 709 4 201834.62
## 710 4 212753.71
## 711 4 142189.17
## 712 4 141614.09
## 713 4 171464.37
## 714 4 235177.08
## 715 4 256829.42
## 716 4 270938.06
## 717 4 241335.64
## 718 4 217278.30
## 719 2 151657.41
## 720 2 206777.06
## 721 4 200717.31
## 722 4 212128.33
## 723 4 198472.93
## 724 4 109837.19
## 725 4 99370.72
## 726 4 125522.48
## 727 4 126560.50
## 728 4 140506.14
## 729 4 NA
## 730 4 NA
## 731 4 NA
## 732 4 NA
## 733 4 NA
## 734 4 NA
## 735 4 87163.18
## 736 4 121826.31
## 737 4 109007.81
## 738 4 148935.37
## 739 4 157729.89
## 740 4 165701.88
## 741 4 161175.56
## 742 4 205444.31
## 743 4 181789.30
## 744 4 201010.51
## 745 4 162335.72
## 746 4 175322.32
## 747 4 227031.09
## 748 4 245239.40
## 749 4 208621.96
## 750 2 108007.00
## 751 2 111045.11
## 752 2 114242.95
## 753 2 NA
## 754 2 121599.18
## 755 2 95800.51
## 756 2 168499.48
## 757 NA NA
## 758 1 NA
## 759 1 NA
## 760 1 67286.83
## 761 2 333761.27
## 762 2 298971.23
## 763 4 267731.82
## 764 4 200889.92
## 765 4 NA
## 766 4 161524.60
## 767 4 215925.90
## 768 4 269472.68
## 769 4 238189.42
## 770 4 168469.89
## 771 4 215922.68
## 772 4 191291.65
## 773 4 182097.67
## 774 4 262818.98
## 775 4 247488.63
## 776 4 252480.37
## 777 4 298025.84
## 778 2 185077.03
## 779 4 NA
## 780 2 189284.90
## 781 4 134521.69
## 782 2 104405.57
## 783 2 117778.11
## 784 2 83704.94
## 785 2 82587.19
## 786 4 144750.59
## 787 2 NA
## 788 4 115061.07
## 789 4 126539.60
## 790 4 119606.97
## 791 NA 137281.33
## 792 4 174255.92
## 793 4 160537.22
## 794 4 175444.99
## 795 4 186371.39
## 796 4 193130.67
## 797 4 215770.30
## 798 4 179262.18
## 799 4 175336.92
## 800 4 150554.27
## 801 4 227117.31
## 802 4 246068.74
## 803 4 374198.43
## 804 4 395520.53
## 805 4 149250.76
## 806 4 348459.49
## 807 4 341634.98
## 808 4 406028.33
## 809 4 158181.49
## 810 4 179757.74
## 811 4 211408.03
## 812 4 211480.55
## 813 4 169801.16
## 814 4 163552.39
## 815 4 160175.85
## 816 4 189241.03
## 817 4 183287.24
## 818 4 141965.18
## 819 4 158715.81
## 820 4 103683.78
## 821 3 177312.32
## 822 3 177960.89
## 823 2 105637.43
## 824 2 153073.08
## 825 4 144799.18
## 826 4 121285.19
## 827 4 367721.08
## 828 4 290453.66
## 829 4 292251.88
## 830 4 405130.10
## 831 4 357481.33
## 832 4 394419.47
## 833 4 417185.97
## 834 4 389949.14
## 835 4 412324.56
## 836 4 275076.75
## 837 4 354512.96
## 838 4 367245.46
## 839 4 348306.55
## 840 4 323637.53
## 841 4 318069.85
## 842 4 240125.57
## 843 4 259244.65
## 844 4 257228.73
## 845 4 206887.61
## 846 4 206887.61
## 847 4 211377.37
## 848 4 248289.32
## 849 4 345816.23
## 850 4 239368.30
## 851 4 225976.85
## 852 4 172202.88
## 853 4 182842.77
## 854 4 190984.82
## 855 4 174094.18
## 856 4 182576.04
## 857 4 184915.80
## 858 4 181266.68
## 859 4 190511.72
## 860 4 183514.98
## 861 4 208630.40
## 862 4 178902.33
## 863 4 175482.39
## 864 4 180086.27
## 865 4 201058.68
## 866 4 180930.37
## 867 4 216130.93
## 868 4 218418.75
## 869 4 178839.05
## 870 4 176907.00
## 871 4 338532.37
## 872 4 402861.38
## 873 4 333373.12
## 874 4 306076.79
## 875 4 335520.79
## 876 4 323479.63
## 877 4 200210.92
## 878 4 223712.90
## 879 4 232329.22
## 880 4 369474.48
## 881 4 211275.04
## 882 4 226281.99
## 883 4 211933.91
## 884 4 226178.88
## 885 4 236586.43
## 886 5 213269.97
## 887 5 200922.53
## 888 5 234123.42
## 889 5 176160.54
## 890 5 301342.15
## 891 5 287037.92
## 892 5 242531.43
## 893 5 239777.12
## 894 4 NA
## 895 4 NA
## 896 4 149802.29
## 897 4 203438.20
## 898 4 195593.43
## 899 4 155976.51
## 900 4 119720.58
## 901 4 138583.35
## 902 4 281468.62
## 903 4 128820.78
## 904 4 154486.23
## 905 5 221874.76
## 906 5 206895.08
## 907 5 233619.41
## 908 5 234918.73
## 909 5 233566.39
## 910 5 175582.72
## 911 5 186532.66
## 912 5 198070.55
## 913 5 272283.50
## 914 5 292981.19
## 915 4 255218.03
## 916 4 286825.11
## 917 4 313596.93
## 918 4 146590.06
## 919 4 210660.68
## 920 4 140336.84
## 921 4 165707.55
## 922 4 195453.70
## 923 4 204785.83
## 924 4 214828.16
## 925 4 147099.32
## 926 4 149819.79
## 927 4 139354.73
## 928 4 NA
## 929 4 132192.50
## 930 4 131289.67
## 931 4 128474.60
## 932 4 114234.33
## 933 4 162545.98
## 934 4 140359.44
## 935 4 191208.72
## 936 4 157505.34
## 937 4 188193.86
## 938 4 110966.94
## 939 4 NA
## 940 4 NA
## 941 4 108030.03
## 942 4 138760.43
## 943 4 160045.19
## 944 4 142133.20
## 945 4 152764.81
## 946 4 141424.33
## 947 4 114328.29
## 948 4 137989.11
## 949 4 133940.48
## 950 4 173951.43
## 951 4 115689.47
## 952 4 147382.36
## 953 4 138048.05
## 954 4 164193.79
## 955 4 158697.63
## 956 4 128755.75
## 957 4 144456.99
## 958 4 125441.40
## 959 4 131396.32
## 960 4 115584.25
## 961 4 151273.67
## 962 4 100868.75
## 963 4 NA
## 964 4 159733.10
## 965 4 224864.51
## 966 4 107159.30
## 967 4 NA
## 968 4 173269.10
## 969 4 114529.51
## 970 4 131177.48
## 971 4 129199.20
## 972 4 136586.79
## 973 4 135397.57
## 974 4 140448.43
## 975 4 146309.23
## 976 4 NA
## 977 4 112511.61
## 978 4 119698.61
## 979 2 98333.14
## 980 2 126340.38
## 981 2 92377.40
## 982 2 99412.08
## 983 2 104469.33
## 984 2 111523.24
## 985 2 82266.95
## 986 2 127766.59
## 987 2 176864.54
## 988 2 141231.27
## 989 2 104904.29
## 990 2 142372.19
## 991 2 124693.69
## 992 2 188612.71
## 993 2 NA
## 994 2 NA
## 995 4 115008.54
## 996 2 135401.49
## 997 2 127385.21
## 998 2 134602.28
## 999 2 107910.91
## 1000 2 147688.72
## 1001 2 128251.15
## 1002 2 137263.03
## 1003 2 135647.15
## 1004 2 177463.16
## 1005 4 151711.23
## 1006 4 123548.77
## 1007 2 147638.68
## 1008 2 100890.00
## 1009 2 108975.56
## 1010 2 181666.17
## 1011 2 197427.35
## 1012 2 175541.26
## 1013 2 108800.24
## 1014 2 97482.11
## 1015 4 217874.58
## 1016 4 110572.75
## 1017 4 123514.41
## 1018 4 154465.36
## 1019 4 114249.62
## 1020 4 124460.16
## 1021 4 131961.09
## 1022 4 115438.97
## 1023 4 122367.55
## 1024 4 122550.07
## 1025 4 130044.13
## 1026 4 147398.13
## 1027 4 195295.06
## 1028 4 165603.33
## 1029 4 160342.01
## 1030 4 136495.89
## 1031 4 NA
## 1032 4 205061.47
## 1033 4 117079.65
## 1034 4 134590.15
## 1035 4 91851.51
## 1036 4 256971.76
## 1037 4 154240.25
## 1038 4 95623.92
## 1039 4 NA
## 1040 4 109680.58
## 1041 4 120398.63
## 1042 4 126596.14
## 1043 4 89492.42
## 1044 4 199112.09
## 1045 4 213011.28
## 1046 4 236132.29
## 1047 4 268610.60
## 1048 4 229779.54
## 1049 4 210663.48
## 1050 4 219564.83
## 1051 4 192334.96
## 1052 4 211201.32
## 1053 4 210662.29
## 1054 4 240985.76
## 1055 4 139665.37
## 1056 4 172618.94
## 1057 4 137540.32
## 1058 4 144915.45
## 1059 4 216113.99
## 1060 4 198060.88
## 1061 4 204929.48
## 1062 4 221031.86
## 1063 4 127946.12
## 1064 4 137769.63
## 1065 4 137695.08
## 1066 4 138569.85
## 1067 4 132300.46
## 1068 4 128269.81
## 1069 4 175289.90
## 1070 4 116978.17
## 1071 4 219346.55
## 1072 4 219383.46
## 1073 4 213587.73
## 1074 4 229973.39
## 1075 4 271934.76
## 1076 4 219298.45
## 1077 4 207749.53
## 1078 4 193395.50
## 1079 4 186655.59
## 1080 4 190793.47
## 1081 4 193994.89
## 1082 4 178912.34
## 1083 4 98689.27
## 1084 4 97153.83
## 1085 4 113652.65
## 1086 4 136276.56
## 1087 4 118543.61
## 1088 4 NA
## 1089 4 133345.50
## 1090 4 541635.93
## 1091 2 134830.38
## 1092 4 93190.60
## 1093 4 NA
## 1094 4 NA
## 1095 4 96997.05
## 1096 4 74825.32
## 1097 4 81200.46
## 1098 4 NA
## 1099 4 170158.58
## 1100 4 164774.68
## 1101 4 164688.20
## 1102 4 169870.83
## 1103 4 173532.13
## 1104 4 211333.12
## 1105 4 NA
## 1106 4 178887.62
## 1107 4 159590.87
## 1108 4 201327.58
## 1109 4 197206.50
## 1110 2 108643.26
## 1111 4 196151.50
## 1112 2 141047.43
## 1113 4 229789.77
## 1114 4 276570.06
## 1115 2 143524.40
## 1116 2 NA
## 1117 2 NA
## 1118 2 92089.25
## 1119 2 NA
## 1120 1 NA
## 1121 1 101859.04
## 1122 1 109670.23
## 1123 2 247978.31
## 1124 4 165779.84
## 1125 4 172848.95
## 1126 4 190290.98
## 1127 4 183290.99
## 1128 4 143630.85
## 1129 4 137906.23
## 1130 4 219972.75
## 1131 4 223307.39
## 1132 4 235017.76
## 1133 4 261077.21
## 1134 4 195956.21
## 1135 4 243946.11
## 1136 4 261965.18
## 1137 4 231687.82
## 1138 4 264223.85
## 1139 4 364144.00
## 1140 4 NA
## 1141 2 177411.71
## 1142 2 86828.39
## 1143 2 89919.04
## 1144 2 NA
## 1145 2 87367.41
## 1146 4 143739.67
## 1147 4 169209.29
## 1148 4 175143.04
## 1149 4 151188.83
## 1150 4 NA
## 1151 4 148975.34
## 1152 4 135697.38
## 1153 4 123594.97
## 1154 4 122613.32
## 1155 4 153537.00
## 1156 4 143749.78
## 1157 4 170652.54
## 1158 4 202061.56
## 1159 4 212988.48
## 1160 4 175853.62
## 1161 4 181247.83
## 1162 4 187220.19
## 1163 4 238055.78
## 1164 4 244218.79
## 1165 4 333420.43
## 1166 4 163028.07
## 1167 4 231248.49
## 1168 4 403138.94
## 1169 4 468771.31
## 1170 4 352538.60
## 1171 4 433668.36
## 1172 4 402852.40
## 1173 4 326084.25
## 1174 4 385301.60
## 1175 4 146164.22
## 1176 4 195537.51
## 1177 4 188000.68
## 1178 5 248702.20
## 1179 4 189478.04
## 1180 4 145737.21
## 1181 4 102200.39
## 1182 3 184080.10
## 1183 2 105637.43
## 1184 2 120864.39
## 1185 2 101926.80
## 1186 2 97721.37
## 1187 2 105502.67
## 1188 4 136310.61
## 1189 4 143266.51
## 1190 4 145347.96
## 1191 4 151648.85
## 1192 4 376053.59
## 1193 4 258622.65
## 1194 4 281163.12
## 1195 4 371493.61
## 1196 4 319342.03
## 1197 4 371479.39
## 1198 4 344574.45
## 1199 4 319644.35
## 1200 4 355214.85
## 1201 4 331079.81
## 1202 4 365514.98
## 1203 4 263299.01
## 1204 4 344932.01
## [ reached 'max' / getOption("max.print") -- omitted 255 rows ]
S’exporta a un fitxer CSV el Id del data source de test i el preu de venda predit pel model. Aquest fitxer és el demanat al challenge de Kaggle.
kaggleChallenge = subset(output, select = c(Id,predictHousePrice ) )
write.csv(kaggleChallenge,".\\PRA2DamEus_Submission.csv", row.names = FALSE)
De les 1459 observacions del datasource de test, s’observa que 116 de les prediccions han estat na i per tant el model no ha estat capaç de predir.
sapply(output, function(x) sum(is.na(x)))
## Id MSSubClass MSZoning LotFrontage
## 0 0 4 227
## LotArea Street Alley LotShape
## 0 0 1352 0
## LandContour Utilities LotConfig LandSlope
## 0 2 0 0
## Neighborhood Condition1 Condition2 BldgType
## 0 0 0 0
## HouseStyle OverallQual OverallCond YearBuilt
## 0 0 0 0
## YearRemodAdd RoofStyle RoofMatl Exterior1st
## 0 0 0 1
## Exterior2nd MasVnrType MasVnrArea ExterQual
## 1 16 15 0
## ExterCond Foundation BsmtQual BsmtCond
## 0 0 44 45
## BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2
## 44 42 1 42
## BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating
## 1 1 1 0
## HeatingQC CentralAir Electrical 1stFlrSF
## 0 0 0 0
## 2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath
## 0 0 0 2
## BsmtHalfBath FullBath HalfBath BedroomAbvGr
## 2 0 0 0
## KitchenAbvGr KitchenQual TotRmsAbvGrd Functional
## 0 1 0 2
## Fireplaces FireplaceQu GarageType GarageYrBlt
## 0 730 76 78
## GarageFinish GarageCars GarageArea GarageQual
## 78 1 1 78
## GarageCond PavedDrive WoodDeckSF OpenPorchSF
## 78 0 0 0
## EnclosedPorch 3SsnPorch ScreenPorch PoolArea
## 0 0 0 0
## PoolQC Fence MiscFeature MiscVal
## 1456 1169 1408 0
## MoSold YrSold SaleType SaleCondition
## 0 0 1 0
## vnSaleType vnMSZoning predictHousePrice
## 1 4 116
En la Distància de cook del model, s’observa un punt molt allunyat i altres amb una certa distància.
plot(cooks.distance(lmSalePrice4), pch = 16, col = "blue")
Tras analitzar les característiques d’aquest data set sobre les cases de Iowa, s’observa que els valors NA són propis del domini, o almenys així es registra en la definició del data set. S’aprecien valors outliers que impacten la potència estadística, però es decideix no treurel’s donat que semblen valors correctes analitzat el contexte d’altres variables que indiquen que el preu podria estar justificat, per la qualitat dels materials, any de construcció, metres del garatge o altres característiques que fan pensar que el valor és correcte. En aquest sentit hem tingut un dilema en quant a l’eliminació o tractament dels outliers per a obtenir una major potència estadística vs mantenir els valors al comprovar que tot indica que són correctes. Finalment s’ha decidit la segona opció.
Es fa una reducció de la dimensionalitat: eliminant aquells atributs que tenen el valor NA en la majoria dels seus registres i aquells atributs on no s’observa cap correlació amb la variable SalePrice. Per a analitzar la correlació dels atributs categòrics es creen variables numèriques ordinals a partir de les variables qualitatives. En els casos on no es pot establir un ordre es fa una mitja del preu per cadascú de les categories de la variable i s’estableix així l’ordre. Donat que hi ha una manca de normalitat en les variables, s’aplica el test de correlació no paramètric de Spearman.
Els atributs amb una més alta correlació són els incorporats al model de regressió lineal múltiple, que és el que s’usa per predir el preu en el challenge de Kaggle. El model obtingut té un coeficient de determinació d’un 82%. S’observa que en 16 casos dels 1451 observacions del dataset de test no és capaç de predir i el valor és NA. En general amb les proves fetes s’ha observat que el preu del model s’aproxima bastant al preu real.
En quant a la comparació de grups, tant en la comparació del preu per barris com comparant els preus dels anys 80 i 90, s’observen diferencies estadístiques en el preu de venda, més clares en la comparació per barris i no tan evidents en la comparació de preus entre els 80 i els 90 on hi ha un lleuger aument de la mitjana dels preus i una forta presència de preus molt elevats en els anys 90 (outliers).
HousePrices - kaggle https://www.kaggle.com/c/house-prices-advanced-regression-techniques/overview
HousePrices - kaggle - Tutorials https://www.kaggle.com/c/house-prices-advanced-regression-techniques/overview/tutorials
HousePrices - Kaggle - Start Here - Visualization and Model Stacking https://www.kaggle.com/rp1611/start-here-visualization-and-model-stacking
Trabajo de Fin de Grado - ESTUDIO DE TÉCNICAS SUPERVISADAS DE REDUCCIÓN DE DIMENSIONALIDAD PARA PROBLEMAS DE CLASIFICACIÓN - Álvaro Soriano Maganto 2016-2017 https://e-archivo.uc3m.es/bitstream/handle/10016/26504/TFG_Alvaro_Soriano_Maganto.pdf
The most common dimension techniques - RPubs https://rpubs.com/Saskia/520216
Análisis de Regresión - Alfonso Novales - Departamente de Economía Cuantitativa 2010 https://www.ucm.es/data/cont/docs/518-2013-11-13-Analisis%20de%20Regresion.pdf
StackOverflow - R - Perform a levene test with two samples with different sizes https://stackoverflow.com/questions/43749166/r-perform-a-levene-test-with-two-samples-with-different-sizes